brewsTest
Kebur Fantahun, Ricco Ferraro
02/21/2021
Introduction
Restatment of problem
stuff goes here ## Dataset stuff goes here ## Techniques used stuff goes here
Libraries
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Import Data
Note: we use the merge data in Question 1 and therefor we need to perform step 2 first. # 2. Merge beer data first with the breweries data & Print first 6 and last 6 oservations in merged file.
| Brewery_id | Drink_name | Beer_ID | ABV | IBU | Style | Ounces | Brewery | City | State |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Get Together | 2692 | 0.045 | 50 | American IPA | 16 | NorthGate Brewing | Minneapolis | MN |
| 1 | Maggie’s Leap | 2691 | 0.049 | 26 | Milk / Sweet Stout | 16 | NorthGate Brewing | Minneapolis | MN |
| 1 | Wall’s End | 2690 | 0.048 | 19 | English Brown Ale | 16 | NorthGate Brewing | Minneapolis | MN |
| 1 | Pumpion | 2689 | 0.060 | 38 | Pumpkin Ale | 16 | NorthGate Brewing | Minneapolis | MN |
| 1 | Stronghold | 2688 | 0.060 | 25 | American Porter | 16 | NorthGate Brewing | Minneapolis | MN |
| 1 | Parapet ESB | 2687 | 0.056 | 47 | Extra Special / Strong Bitter (ESB) | 16 | NorthGate Brewing | Minneapolis | MN |
| Brewery_id | Drink_name | Beer_ID | ABV | IBU | Style | Ounces | Brewery | City | State | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2405 | 556 | Pilsner Ukiah | 98 | 0.055 | NA | German Pilsener | 12 | Ukiah Brewing Company | Ukiah | CA |
| 2406 | 557 | Heinnieweisse Weissebier | 52 | 0.049 | NA | Hefeweizen | 12 | Butternuts Beer and Ale | Garrattsville | NY |
| 2407 | 557 | Snapperhead IPA | 51 | 0.068 | NA | American IPA | 12 | Butternuts Beer and Ale | Garrattsville | NY |
| 2408 | 557 | Moo Thunder Stout | 50 | 0.049 | NA | Milk / Sweet Stout | 12 | Butternuts Beer and Ale | Garrattsville | NY |
| 2409 | 557 | Porkslap Pale Ale | 49 | 0.043 | NA | American Pale Ale (APA) | 12 | Butternuts Beer and Ale | Garrattsville | NY |
| 2410 | 558 | Urban Wilderness Pale Ale | 30 | 0.049 | NA | English Pale Ale | 12 | Sleeping Lady Brewing Company | Anchorage | AK |
1. How many breweries are in each state?
See Table:
## `summarise()` ungrouping output (override with `.groups` argument)## [1] "Total Unique Breweries: "## [1] 558
3a. Plot missing data for reference
## Warning in plot.aggr(res, ...): not enough horizontal space to display
## frequencies
##
## Variables sorted by number of missings:
## Variable Count
## IBU 0.417012448
## ABV 0.025726141
## Style 0.002074689
## Brewery_id 0.000000000
## Drink_name 0.000000000
## Beer_ID 0.000000000
## Ounces 0.000000000
## Brewery 0.000000000
## City 0.000000000
## State 0.000000000## Brewery_id Drink_name Beer_ID ABV
## Min. : 1.0 Length:2410 Min. : 1.0 Min. :0.00100
## 1st Qu.: 94.0 Class :character 1st Qu.: 808.2 1st Qu.:0.05000
## Median :206.0 Mode :character Median :1453.5 Median :0.05600
## Mean :232.7 Mean :1431.1 Mean :0.05977
## 3rd Qu.:367.0 3rd Qu.:2075.8 3rd Qu.:0.06700
## Max. :558.0 Max. :2692.0 Max. :0.12800
## NA's :62
## IBU Style Ounces Brewery
## Min. : 4.00 Length:2410 Min. : 8.40 Length:2410
## 1st Qu.: 21.00 Class :character 1st Qu.:12.00 Class :character
## Median : 35.00 Mode :character Median :12.00 Mode :character
## Mean : 42.71 Mean :13.59
## 3rd Qu.: 64.00 3rd Qu.:16.00
## Max. :138.00 Max. :32.00
## NA's :1005
## City State
## Length:2410 CO : 265
## Class :character CA : 183
## Mode :character MI : 162
## IN : 139
## TX : 130
## OR : 125
## (Other):14063b. Assess missing data when no data exists for IBU OR ABV
- Special Release, The Crowler^tm, Can’d aid foundation are missing ABV/IBU/Style
- Cedar creek - Special Release is ambiguous, missing ABV/IBU/Style and will be dropped as it does not solve the QOI.
- Oskar Blues Brewery - The Crowler is not an actual beer but a type of can
- Oskar Blues Brewery - Can’d aid foundation is a relief effort that sends water so it does not fit in the dataset.
- Beer ID 2364, Royal Lager of Weston Brewing has no ABV/IBU
- Same for BID - 2322 Fort Pitt Brewing Company Fort Pitt Ale
- Oskar Blues Brewery Birth IPA, 1750
- 710, no data
- MillKing It Productions AXL Pale Ale, 273 - out of business no info
- 1095 no data
- 963 no data
3c. Enter in missing data when by hand when data is availbe publicly
-Add style data for 2527 and 1635 by looking it up by hand. -Add IBU and ABV Data for many missing rows by looking up by hand (online via BeerAdvocate.com or Untappd.com)
## Matching, by = "Beer_ID"3d. Assess and impute missing IBU data with median IBU by style
| Brewery_id | ABV | IBU | Drink_name | Style | Ounces | Brewery | City | State | |
|---|---|---|---|---|---|---|---|---|---|
| Min. : 1.0 | Min. :0.00100 | Min. : 3.57 | Length:2400 | Length:2400 | Min. : 8.40 | Length:2400 | Length:2400 | CO : 261 | |
| 1st Qu.: 94.0 | 1st Qu.:0.05000 | 1st Qu.: 21.00 | Class :character | Class :character | 1st Qu.:12.00 | Class :character | Class :character | CA : 183 | |
| Median :206.5 | Median :0.05600 | Median : 35.00 | Mode :character | Mode :character | Median :12.00 | Mode :character | Mode :character | MI : 161 | |
| Mean :232.6 | Mean :0.05969 | Mean : 42.59 | NA | NA | Mean :13.58 | NA | NA | IN : 139 | |
| 3rd Qu.:367.0 | 3rd Qu.:0.06700 | 3rd Qu.: 64.00 | NA | NA | 3rd Qu.:16.00 | NA | NA | TX : 129 | |
| Max. :558.0 | Max. :0.12800 | Max. :138.00 | NA | NA | Max. :32.00 | NA | NA | OR : 125 | |
| NA | NA | NA’s :976 | NA | NA | NA | NA | NA | (Other):1402 |
## `summarise()` ungrouping output (override with `.groups` argument)## [1] Style Brewery_id ABV
## [4] Drink_name Ounces Brewery
## [7] City State median_IBU_by_style
## [10] IBU.clean
## <0 rows> (or 0-length row.names)| Style | Brewery_id | ABV | Drink_name | Ounces | Brewery | City | State | median_IBU_by_style | IBU.clean | |
|---|---|---|---|---|---|---|---|---|---|---|
| Length:2348 | Min. : 1 | Min. :0.02700 | Length:2348 | Min. : 8.40 | Length:2348 | Length:2348 | CO : 258 | Min. : 8.00 | Min. : 3.57 | |
| Class :character | 1st Qu.: 92 | 1st Qu.:0.05000 | Class :character | 1st Qu.:12.00 | Class :character | Class :character | CA : 181 | 1st Qu.:21.00 | 1st Qu.: 21.00 | |
| Mode :character | Median :204 | Median :0.05600 | Mode :character | Median :12.00 | Mode :character | Mode :character | MI : 146 | Median :30.00 | Median : 32.00 | |
| NA | Mean :231 | Mean :0.05967 | NA | Mean :13.56 | NA | NA | IN : 139 | Mean :40.03 | Mean : 40.46 | |
| NA | 3rd Qu.:366 | 3rd Qu.:0.06700 | NA | 3rd Qu.:16.00 | NA | NA | TX : 129 | 3rd Qu.:69.00 | 3rd Qu.: 60.00 | |
| NA | Max. :558 | Max. :0.12800 | NA | Max. :32.00 | NA | NA | OR : 115 | Max. :96.00 | Max. :138.00 | |
| NA | NA | NA | NA | NA | NA | NA | (Other):1380 | NA | NA |
3e. Plot missing data to show it has all been resolved.
##
## Variables sorted by number of missings:
## Variable Count
## Style 0
## Brewery_id 0
## ABV 0
## Drink_name 0
## Ounces 0
## Brewery 0
## City 0
## State 0
## median_IBU_by_style 0
## IBU.clean 0## Style Brewery_id ABV Drink_name
## Length:2348 Min. : 1 Min. :0.02700 Length:2348
## Class :character 1st Qu.: 92 1st Qu.:0.05000 Class :character
## Mode :character Median :204 Median :0.05600 Mode :character
## Mean :231 Mean :0.05967
## 3rd Qu.:366 3rd Qu.:0.06700
## Max. :558 Max. :0.12800
##
## Ounces Brewery City State
## Min. : 8.40 Length:2348 Length:2348 CO : 258
## 1st Qu.:12.00 Class :character Class :character CA : 181
## Median :12.00 Mode :character Mode :character MI : 146
## Mean :13.56 IN : 139
## 3rd Qu.:16.00 TX : 129
## Max. :32.00 OR : 115
## (Other):1380
## median_IBU_by_style IBU.clean
## Min. : 8.00 Min. : 3.57
## 1st Qu.:21.00 1st Qu.: 21.00
## Median :30.00 Median : 32.00
## Mean :40.03 Mean : 40.46
## 3rd Qu.:69.00 3rd Qu.: 60.00
## Max. :96.00 Max. :138.00
## 4. Median ABV and IBU per state (See output for values)
## `summarise()` ungrouping output (override with `.groups` argument)
## [1] "Total Unique Breweries: "## [1] 5585. Which state has the maximum alcoholic (ABV) beer? Which state has the most bitter (IBU) beer? (See output for values)
| Style | Brewery_id | ABV | Drink_name | Ounces | Brewery | City | State | median_IBU_by_style | IBU.clean |
|---|---|---|---|---|---|---|---|---|---|
| Quadrupel (Quad) | 52 | 0.128 | Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale | 19.2 | Upslope Brewing Company | Boulder | CO | 24 | 24 |
| English Barleywine | 2 | 0.125 | London Balling | 16.0 | Against the Grain Brewery | Louisville | KY | 60 | 80 |
| Russian Imperial Stout | 18 | 0.120 | Csar | 16.0 | Tin Man Brewing Company | Evansville | IN | 94 | 90 |
| Rye Beer | 52 | 0.104 | Lee Hill Series Vol. 4 - Manhattan Style Rye Ale | 19.2 | Upslope Brewing Company | Boulder | CO | 57 | 57 |
| Baltic Porter | 47 | 0.100 | 4Beans | 12.0 | Sixpoint Craft Ales | Brooklyn | NY | 52 | 52 |
| American Barleywine | 310 | 0.099 | Old Devil’s Tooth | 12.0 | Sockeye Brewing Company | Boise | ID | 96 | 100 |
## [1] "highest ABV State"## Style Brewery_id ABV
## 1 Quadrupel (Quad) 52 0.128
## Drink_name Ounces
## 1 Lee Hill Series Vol. 5 - Belgian Style Quadrupel Ale 19.2
## Brewery City State median_IBU_by_style IBU.clean
## 1 Upslope Brewing Company Boulder CO 24 24| Style | Brewery_id | ABV | Drink_name | Ounces | Brewery | City | State | median_IBU_by_style | IBU.clean |
|---|---|---|---|---|---|---|---|---|---|
| American Double / Imperial IPA | 375 | 0.082 | Bitter Bitch Imperial IPA | 12 | Astoria Brewing Company | Astoria | OR | 90.5 | 138 |
| American IPA | 345 | 0.059 | Troopers Alley IPA | 12 | Wolf Hills Brewing Company | Abingdon | VA | 69.0 | 135 |
| American Double / Imperial IPA | 231 | 0.090 | Dead-Eye DIPA | 16 | Cape Ann Brewing Company | Gloucester | MA | 90.5 | 130 |
| American Double / Imperial IPA | 100 | 0.089 | Bay of Bengal Double IPA (2014) | 12 | Christian Moerlein Brewing Company | Cincinnati | OH | 90.5 | 126 |
| American Double / Imperial IPA | 273 | 0.080 | Heady Topper | 16 | The Alchemist | Waterbury | VT | 90.5 | 120 |
| American Double / Imperial IPA | 62 | 0.097 | Abrasive Ale | 16 | Surly Brewing Company | Brooklyn Center | MN | 90.5 | 120 |
## [1] "highest IBU State"## Style Brewery_id ABV Drink_name
## 1 American Double / Imperial IPA 375 0.082 Bitter Bitch Imperial IPA
## Ounces Brewery City State median_IBU_by_style IBU.clean
## 1 12 Astoria Brewing Company Astoria OR 90.5 1386. Summary statistics and Histogram for ABV
| Style | Brewery_id | ABV | Drink_name | Ounces | Brewery | City | State | median_IBU_by_style | IBU.clean | |
|---|---|---|---|---|---|---|---|---|---|---|
| Length:2348 | Min. : 1 | Min. :0.02700 | Length:2348 | Min. : 8.40 | Length:2348 | Length:2348 | CO : 258 | Min. : 8.00 | Min. : 3.57 | |
| Class :character | 1st Qu.: 92 | 1st Qu.:0.05000 | Class :character | 1st Qu.:12.00 | Class :character | Class :character | CA : 181 | 1st Qu.:21.00 | 1st Qu.: 21.00 | |
| Mode :character | Median :204 | Median :0.05600 | Mode :character | Median :12.00 | Mode :character | Mode :character | MI : 146 | Median :30.00 | Median : 32.00 | |
| NA | Mean :231 | Mean :0.05967 | NA | Mean :13.56 | NA | NA | IN : 139 | Mean :40.03 | Mean : 40.46 | |
| NA | 3rd Qu.:366 | 3rd Qu.:0.06700 | NA | 3rd Qu.:16.00 | NA | NA | TX : 129 | 3rd Qu.:69.00 | 3rd Qu.: 60.00 | |
| NA | Max. :558 | Max. :0.12800 | NA | Max. :32.00 | NA | NA | OR : 115 | Max. :96.00 | Max. :138.00 | |
| NA | NA | NA | NA | NA | NA | NA | (Other):1380 | NA | NA |
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
7a. Summary statistics and Histogram for ABV
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
7b. EDA continued
TODO: Speak to Assumptions for Linear Regression, and P-value and confidence interval for ABV estimate, scope of inference 
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
##
## Call:
## lm(formula = IBU.clean ~ State + State * ABV + ABV, data = bdat.imputed.IBU.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -79.146 -12.212 -1.991 12.028 87.085
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -129.29 37.59 -3.440 0.000593 ***
## StateAL 64.69 49.16 1.316 0.188368
## StateAR 160.47 72.28 2.220 0.026506 *
## StateAZ 120.87 40.10 3.014 0.002606 **
## StateCA 98.93 38.08 2.598 0.009428 **
## StateCO 114.12 37.95 3.007 0.002668 **
## StateCT 106.06 40.27 2.634 0.008500 **
## StateDC 61.86 49.86 1.241 0.214906
## StateDE 225.29 117.43 1.918 0.055178 .
## StateFL 70.90 40.51 1.750 0.080241 .
## StateGA 85.36 51.27 1.665 0.096033 .
## StateHI 94.06 43.05 2.185 0.028982 *
## StateIA 116.19 41.40 2.806 0.005056 **
## StateID 89.04 40.08 2.222 0.026413 *
## StateIL 86.22 38.63 2.232 0.025741 *
## StateIN 122.21 38.23 3.197 0.001410 **
## StateKS 96.74 41.84 2.312 0.020845 *
## StateKY 127.68 40.24 3.173 0.001529 **
## StateLA 86.83 42.71 2.033 0.042172 *
## StateMA 88.40 39.11 2.260 0.023891 *
## StateMD 116.52 43.51 2.678 0.007457 **
## StateME 95.31 40.22 2.370 0.017892 *
## StateMI 135.25 38.24 3.537 0.000413 ***
## StateMN 99.19 39.18 2.531 0.011425 *
## StateMO 75.51 41.31 1.828 0.067731 .
## StateMS 85.94 46.38 1.853 0.064002 .
## StateMT 85.41 43.54 1.962 0.049926 *
## StateNC 119.23 39.22 3.040 0.002394 **
## StateND 45.58 73.36 0.621 0.534452
## StateNE 106.82 41.52 2.573 0.010155 *
## StateNH 109.89 51.59 2.130 0.033284 *
## StateNJ 98.05 42.32 2.317 0.020596 *
## StateNM 31.91 50.27 0.635 0.525694
## StateNV 127.15 44.33 2.868 0.004167 **
## StateNY 100.31 38.69 2.592 0.009592 **
## StateOH 108.08 39.83 2.714 0.006706 **
## StateOK 95.50 42.82 2.230 0.025829 *
## StateOR 80.52 38.51 2.091 0.036651 *
## StatePA 137.92 38.60 3.573 0.000361 ***
## StateRI 117.62 41.30 2.848 0.004443 **
## StateSC 96.29 42.01 2.292 0.022006 *
## StateSD 140.02 66.71 2.099 0.035939 *
## StateTN 68.21 80.31 0.849 0.395799
## StateTX 84.98 38.36 2.215 0.026829 *
## StateUT 128.78 39.57 3.254 0.001153 **
## StateVA 81.82 41.03 1.994 0.046274 *
## StateVT 82.02 40.62 2.019 0.043611 *
## StateWA 121.64 39.69 3.065 0.002206 **
## StateWI 102.55 39.61 2.589 0.009677 **
## StateWV 19.39 169.13 0.115 0.908754
## StateWY 63.82 49.02 1.302 0.193128
## ABV 3001.54 672.17 4.465 8.38e-06 ***
## StateAL:ABV -1183.04 838.98 -1.410 0.158652
## StateAR:ABV -2985.79 1354.72 -2.204 0.027626 *
## StateAZ:ABV -2303.02 709.68 -3.245 0.001191 **
## StateCA:ABV -1785.93 679.02 -2.630 0.008593 **
## StateCO:ABV -2077.20 677.07 -3.068 0.002181 **
## StateCT:ABV -1951.42 710.11 -2.748 0.006043 **
## StateDC:ABV -1327.38 831.19 -1.597 0.110414
## StateDE:ABV -3801.54 1890.86 -2.010 0.044499 *
## StateFL:ABV -1337.25 716.63 -1.866 0.062166 .
## StateGA:ABV -1531.73 909.58 -1.684 0.092320 .
## StateHI:ABV -1792.26 765.74 -2.341 0.019342 *
## StateIA:ABV -2229.85 730.51 -3.052 0.002296 **
## StateID:ABV -1552.43 707.95 -2.193 0.028422 *
## StateIL:ABV -1599.72 686.70 -2.330 0.019917 *
## StateIN:ABV -2224.00 680.72 -3.267 0.001103 **
## StateKS:ABV -1790.34 744.49 -2.405 0.016262 *
## StateKY:ABV -2357.52 704.93 -3.344 0.000838 ***
## StateLA:ABV -1595.73 761.10 -2.097 0.036140 *
## StateMA:ABV -1609.45 698.31 -2.305 0.021271 *
## StateMD:ABV -2108.40 764.70 -2.757 0.005878 **
## StateME:ABV -1704.05 713.61 -2.388 0.017027 *
## StateMI:ABV -2527.87 681.02 -3.712 0.000211 ***
## StateMN:ABV -1666.19 695.38 -2.396 0.016653 *
## StateMO:ABV -1360.36 739.84 -1.839 0.066088 .
## StateMS:ABV -1477.17 809.50 -1.825 0.068165 .
## StateMT:ABV -1570.35 775.43 -2.025 0.042971 *
## StateNC:ABV -2191.86 697.28 -3.143 0.001691 **
## StateND:ABV -704.55 1331.48 -0.529 0.596756
## StateNE:ABV -1967.10 735.33 -2.675 0.007524 **
## StateNH:ABV -2023.81 943.99 -2.144 0.032149 *
## StateNJ:ABV -1648.93 743.89 -2.217 0.026748 *
## StateNM:ABV -545.71 862.92 -0.632 0.527193
## StateNV:ABV -2305.26 752.69 -3.063 0.002220 **
## StateNY:ABV -1778.79 689.84 -2.579 0.009985 **
## StateOH:ABV -1958.42 702.82 -2.787 0.005373 **
## StateOK:ABV -1852.86 752.00 -2.464 0.013817 *
## StateOR:ABV -1320.52 687.60 -1.920 0.054924 .
## StatePA:ABV -2483.76 687.23 -3.614 0.000308 ***
## StateRI:ABV -2246.67 733.43 -3.063 0.002215 **
## StateSC:ABV -1830.39 735.23 -2.490 0.012863 *
## StateSD:ABV -2675.35 1140.95 -2.345 0.019122 *
## StateTN:ABV -1175.32 1444.81 -0.813 0.416031
## StateTX:ABV -1598.07 683.80 -2.337 0.019525 *
## StateUT:ABV -2234.21 709.70 -3.148 0.001665 **
## StateVA:ABV -1384.88 729.61 -1.898 0.057811 .
## StateVT:ABV -1401.76 714.83 -1.961 0.050007 .
## StateWA:ABV -2113.67 706.96 -2.990 0.002822 **
## StateWI:ABV -2001.65 710.22 -2.818 0.004869 **
## StateWV:ABV -301.54 2734.91 -0.110 0.912216
## StateWY:ABV -1237.25 879.26 -1.407 0.159519
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 18.75 on 2246 degrees of freedom
## Multiple R-squared: 0.4258, Adjusted R-squared: 0.4
## F-statistic: 16.49 on 101 and 2246 DF, p-value: < 2.2e-16Note: American Pale Ale is VERY similar to IPA but we call it “other” ale # 8a. Data Prep for Difference with respect to IBU and ABV between IPAs and other Ales
## Abbey Single Ale Altbier
## 2 13
## American Adjunct Lager American Amber / Red Ale
## 18 132
## American Amber / Red Lager American Barleywine
## 28 3
## American Black Ale American Blonde Ale
## 36 108
## American Brown Ale American Dark Wheat Ale
## 70 7
## American Double / Imperial IPA American Double / Imperial Pilsner
## 105 2
## American Double / Imperial Stout American India Pale Lager
## 9 3
## American IPA American Pale Ale (APA)
## 423 244
## American Pale Lager American Pale Wheat Ale
## 38 96
## American Pilsner American Porter
## 25 67
## American Stout American Strong Ale
## 39 14
## American White IPA American Wild Ale
## 11 6
## Baltic Porter Belgian Dark Ale
## 6 11
## Belgian IPA Belgian Pale Ale
## 18 24
## Belgian Strong Dark Ale Belgian Strong Pale Ale
## 6 7
## Berliner Weissbier Bière de Garde
## 11 7
## Bock California Common / Steam Beer
## 7 6
## Chile Beer Cream Ale
## 3 29
## Czech Pilsener Doppelbock
## 28 7
## Dortmunder / Export Lager Dubbel
## 6 5
## Dunkelweizen English Barleywine
## 4 3
## English Bitter English Brown Ale
## 3 18
## English Dark Mild Ale English India Pale Ale (IPA)
## 6 13
## English Pale Ale English Pale Mild Ale
## 12 3
## English Stout English Strong Ale
## 2 4
## Euro Dark Lager Euro Pale Lager
## 5 2
## Extra Special / Strong Bitter (ESB) Flanders Oud Bruin
## 20 1
## Foreign / Export Stout Fruit / Vegetable Beer
## 6 49
## German Pilsener Gose
## 36 10
## Grisette Hefeweizen
## 1 40
## Herbed / Spiced Beer Irish Dry Stout
## 9 5
## Irish Red Ale Keller Bier / Zwickel Bier
## 12 3
## Kölsch Lager
## 42 1
## Light Lager Maibock / Helles Bock
## 12 5
## Märzen / Oktoberfest Milk / Sweet Stout
## 30 10
## Munich Dunkel Lager Munich Helles Lager
## 4 20
## Oatmeal Stout Old Ale
## 18 2
## Other Pumpkin Ale
## 1 23
## Quadrupel (Quad) Radler
## 4 3
## Roggenbier Russian Imperial Stout
## 2 11
## Rye Beer Saison / Farmhouse Ale
## 18 52
## Schwarzbier Scotch Ale / Wee Heavy
## 9 15
## Scottish Ale Scottish-Style Amber Ale
## 19 1
## Smoked Beer Tripel
## 1 11
## Vienna Lager Wheat Ale
## 20 1
## Winter Warmer Witbier
## 15 51## Style Brewery_id ABV Drink_name Ounces
## 1 OtherAle 58 0.049 Abbey's Single (2015- ) 12
## 2 OtherAle 58 0.049 Abbey's Single Ale (Current) 12
## 3 OtherAle 361 0.061 Hot Rod Red 12
## 4 OtherAle 553 0.056 Mickey Finn's Amber Ale 12
## 5 OtherAle 102 0.052 Hurricane Amber Ale 12
## 6 OtherAle 83 0.052 Fat Tire Amber Ale (2011) 12
## Brewery City State median_IBU_by_style
## 1 Destihl Brewery Bloomington IL 22
## 2 Destihl Brewery Bloomington IL 22
## 3 Aviator Brewing Company Fuquay-Varina NC 30
## 4 Mickey Finn's Brewery Libertyville IL 30
## 5 Coastal Extreme Brewing Company Newport RI 30
## 6 New Belgium Brewing Company Fort Collins CO 30
## IBU.clean
## 1 22
## 2 22
## 3 41
## 4 30
## 5 24
## 6 18
## Length Class Mode
## 2348 character character8b. Test split
8c. KNN for IPA's vs Other Ales
## Confusion Matrix and Statistics
##
## classifications
## IPA OtherAle
## IPA 67 7
## OtherAle 16 140
##
## Accuracy : 0.9
## 95% CI : (0.8537, 0.9355)
## No Information Rate : 0.6391
## P-Value [Acc > NIR] : < 2e-16
##
## Kappa : 0.778
##
## Mcnemar's Test P-Value : 0.09529
##
## Sensitivity : 0.8072
## Specificity : 0.9524
## Pos Pred Value : 0.9054
## Neg Pred Value : 0.8974
## Prevalence : 0.3609
## Detection Rate : 0.2913
## Detection Prevalence : 0.3217
## Balanced Accuracy : 0.8798
##
## 'Positive' Class : IPA
## 8d. Linear Regression for IPA's vs Other Ales
Todo: make the unit increase in interpretation be in terms of .01 unit increase in ABV 
## 2.5 % 97.5 %
## (Intercept) 8.439664 22.633685
## StyleOtherAle -23.536657 -5.964116
## ABV 707.658144 912.217775
## StyleOtherAle:ABV -373.372852 -101.203617##
## Call:
## lm(formula = IBU.clean ~ Style + Style * ABV + ABV, data = bdat.IPA.Vs.Ales.train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -47.902 -9.137 -2.282 8.286 76.991
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 15.537 3.618 4.295 1.88e-05 ***
## StyleOtherAle -14.750 4.479 -3.293 0.001016 **
## ABV 809.938 52.136 15.535 < 2e-16 ***
## StyleOtherAle:ABV -237.288 69.367 -3.421 0.000644 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 14.42 on 1296 degrees of freedom
## Multiple R-squared: 0.6573, Adjusted R-squared: 0.6566
## F-statistic: 828.8 on 3 and 1296 DF, p-value: < 2.2e-168.e LDA and KNN to predict style based on IBU and ABV
## Style Brewery_id ABV
## 1308 OtherAle 376 0.0700
## 1018 OtherAle 119 0.0650
## 1125 OtherAle 24 0.0580
## 1004 OtherAle 52 0.0580
## 623 IPA 377 0.0700
## 905 OtherAle 172 0.0550
## 645 IPA 459 0.0680
## 934 OtherAle 328 0.0520
## 400 IPA 119 0.0850
## 900 OtherAle 504 0.0650
## 98 OtherAle 366 0.0480
## 1127 OtherAle 191 0.0570
## 726 IPA 68 0.0700
## 326 OtherAle 328 0.0600
## 1103 OtherAle 457 0.0520
## 884 OtherAle 528 0.0530
## 270 OtherAle 505 0.0500
## 1406 OtherAle 274 0.0530
## 184 OtherAle 94 0.0480
## 574 IPA 534 0.0650
## 4 OtherAle 553 0.0560
## 552 IPA 172 0.0700
## 1236 OtherAle 295 0.0710
## 952 OtherAle 504 0.0650
## 1219 OtherAle 47 0.0520
## 996 OtherAle 356 0.0560
## 479 IPA 47 0.0640
## 634 IPA 52 0.0720
## 901 OtherAle 128 0.0600
## 578 IPA 25 0.0720
## 1448 OtherAle 46 0.0560
## 1403 OtherAle 369 0.0850
## 1132 OtherAle 257 0.0500
## 131 OtherAle 498 0.0500
## 1367 OtherAle 458 0.0480
## 1065 OtherAle 44 0.0480
## 1014 OtherAle 182 0.0510
## 740 IPA 25 0.0680
## 298 OtherAle 62 0.0510
## 258 OtherAle 108 0.0470
## 79 OtherAle 78 0.0570
## 1206 OtherAle 121 0.0560
## 305 OtherAle 67 0.0650
## 1382 IPA 180 0.0570
## 696 IPA 314 0.0710
## 307 OtherAle 429 0.0500
## 902 OtherAle 46 0.0520
## 1329 OtherAle 112 0.0520
## 1245 IPA 235 0.0620
## 561 IPA 525 0.0570
## 1337 OtherAle 143 0.0410
## 136 OtherAle 223 0.0990
## 1169 OtherAle 61 0.0500
## 959 OtherAle 192 0.0520
## 123 OtherAle 103 0.0510
## 1258 OtherAle 28 0.0520
## 608 IPA 67 0.0590
## 495 IPA 241 0.0800
## 534 IPA 202 0.0510
## 803 IPA 32 0.0620
## 1321 OtherAle 219 0.0500
## 208 OtherAle 49 0.0470
## 1155 OtherAle 142 0.0520
## 854 IPA 402 0.0620
## 569 IPA 142 0.0700
## 951 OtherAle 56 0.0540
## 248 OtherAle 387 0.0500
## 1389 OtherAle 337 0.0500
## 665 IPA 39 0.0750
## 595 IPA 478 0.0700
## 434 IPA 372 0.0840
## 757 IPA 549 0.0650
## 760 IPA 414 0.0620
## 1242 IPA 44 0.0620
## 276 OtherAle 70 0.0470
## 169 OtherAle 14 0.0580
## 1095 OtherAle 360 0.0510
## 573 IPA 101 0.0700
## 864 IPA 301 0.0650
## 1517 OtherAle 390 0.0800
## 485 IPA 62 0.0620
## 460 IPA 479 0.0930
## 840 IPA 125 0.0400
## 60 OtherAle 12 0.0590
## 449 IPA 200 0.0770
## 548 IPA 18 0.0580
## 1043 OtherAle 446 0.0650
## 638 IPA 284 0.0450
## 319 OtherAle 85 0.0500
## 1140 OtherAle 83 0.0520
## 145 OtherAle 351 0.0750
## 102 OtherAle 269 0.0460
## 214 OtherAle 315 0.0450
## 390 IPA 532 0.0640
## 597 IPA 142 0.0450
## 160 OtherAle 142 0.0820
## 1101 OtherAle 396 0.0600
## 529 IPA 160 0.0730
## 126 OtherAle 425 0.0520
## 262 OtherAle 204 0.0420
## 442 IPA 167 0.0870
## 181 OtherAle 108 0.0480
## 976 OtherAle 167 0.0650
## 779 IPA 338 0.0650
## 828 IPA 318 0.0720
## 868 IPA 310 0.0630
## 163 OtherAle 388 0.0740
## 228 OtherAle 160 0.0400
## 789 IPA 26 0.0640
## 938 OtherAle 20 0.0580
## 1439 OtherAle 302 0.0460
## 646 IPA 213 0.0600
## 1289 OtherAle 26 0.0580
## 427 IPA 167 0.0870
## 1444 OtherAle 216 0.0550
## 1273 IPA 178 0.0850
## 1472 OtherAle 162 0.0500
## 40 OtherAle 285 0.0510
## 877 IPA 167 0.0700
## 1522 OtherAle 504 0.0800
## 806 IPA 254 0.0690
## 670 IPA 49 0.0750
## 1387 OtherAle 558 0.0490
## 838 IPA 329 0.0460
## 478 IPA 16 0.0720
## 1399 OtherAle 438 0.0450
## 1359 OtherAle 251 0.0450
## 598 IPA 192 0.0680
## 1166 OtherAle 278 0.0460
## 659 IPA 12 0.0670
## 71 OtherAle 319 0.0350
## 457 IPA 73 0.0750
## 891 OtherAle 22 0.0540
## 1212 OtherAle 539 0.0450
## 488 IPA 333 0.0720
## 912 OtherAle 461 0.0650
## 215 OtherAle 302 0.0650
## 540 IPA 336 0.0670
## 613 IPA 66 0.0750
## 917 OtherAle 289 0.0520
## 937 OtherAle 461 0.0560
## 931 OtherAle 193 0.0500
## 296 OtherAle 298 0.0470
## 328 OtherAle 166 0.0450
## 1171 OtherAle 46 0.0500
## 889 OtherAle 170 0.0560
## 1108 OtherAle 318 0.0500
## 1107 OtherAle 408 0.0630
## 250 OtherAle 134 0.0500
## 1433 OtherAle 370 0.0500
## 281 OtherAle 479 0.0580
## 898 OtherAle 265 0.0610
## 869 IPA 241 0.0590
## 687 IPA 424 0.0800
## 431 IPA 47 0.0990
## 1054 OtherAle 176 0.0730
## 10 OtherAle 535 0.0450
## 1414 OtherAle 454 0.0580
## 1481 OtherAle 11 0.0900
## 1369 OtherAle 246 0.0380
## 585 IPA 42 0.0450
## 1036 OtherAle 132 0.0540
## 293 OtherAle 63 0.0500
## 849 IPA 496 0.0720
## 303 OtherAle 253 0.0540
## 1362 OtherAle 548 0.0550
## 1386 IPA 211 0.0660
## 107 OtherAle 162 0.0500
## 752 IPA 26 0.0630
## 543 IPA 450 0.0500
## 775 IPA 224 0.0630
## 1028 OtherAle 540 0.0550
## 43 OtherAle 31 0.0550
## 189 OtherAle 288 0.0520
## 911 OtherAle 125 0.0500
## 171 OtherAle 92 0.0430
## 39 OtherAle 60 0.0500
## 810 IPA 203 0.0450
## 216 OtherAle 199 0.0490
## 1315 OtherAle 165 0.0990
## 58 OtherAle 220 0.0550
## 395 IPA 176 0.0790
## 1208 OtherAle 381 0.0500
## 456 IPA 46 0.0720
## 1046 OtherAle 238 0.0440
## 1194 OtherAle 337 0.0500
## 1515 OtherAle 202 0.0500
## 588 IPA 293 0.0690
## 63 OtherAle 236 0.0500
## 1345 OtherAle 4 0.0630
## 417 IPA 11 0.0930
## 1453 OtherAle 7 0.0730
## 886 OtherAle 387 0.0560
## 1094 OtherAle 175 0.0500
## 59 OtherAle 183 0.0630
## 804 IPA 83 0.0450
## 203 OtherAle 528 0.0450
## 1251 OtherAle 273 0.0600
## 1267 IPA 11 0.0650
## 413 IPA 52 0.0990
## 577 IPA 45 0.0650
## 542 IPA 431 0.0620
## 476 IPA 21 0.0700
## 940 OtherAle 383 0.0590
## 979 OtherAle 278 0.0540
## 522 IPA 26 0.0750
## 405 IPA 310 0.0920
## 716 IPA 95 0.0700
## 607 IPA 520 0.0600
## 801 IPA 235 0.0590
## 501 IPA 108 0.0680
## 429 IPA 162 0.0800
## 778 IPA 219 0.0640
## 982 OtherAle 330 0.0630
## 205 OtherAle 416 0.0470
## 1128 OtherAle 144 0.0420
## 1234 OtherAle 75 0.0700
## 471 IPA 104 0.0680
## 66 OtherAle 222 0.0580
## 88 OtherAle 86 0.0530
## 601 IPA 111 0.0700
## 309 OtherAle 6 0.0620
## 142 OtherAle 129 0.0990
## 294 OtherAle 381 0.0550
## 715 IPA 312 0.0650
## 1184 OtherAle 191 0.0460
## 116 OtherAle 460 0.0500
## 929 OtherAle 511 0.0550
## 993 OtherAle 25 0.0550
## 480 IPA 26 0.0640
## 1039 OtherAle 149 0.0510
## 486 IPA 384 0.0650
## 254 OtherAle 387 0.0510
## 725 IPA 433 0.0740
## 1380 IPA 108 0.0700
## 1202 OtherAle 81 0.0390
## 1131 OtherAle 89 0.0420
## 627 IPA 386 0.0690
## 194 OtherAle 153 0.0450
## 742 IPA 38 0.0630
## 962 OtherAle 178 0.0610
## 1502 OtherAle 149 0.0870
## 894 OtherAle 160 0.0400
## 365 IPA 273 0.0960
## 421 IPA 99 0.0920
## 823 IPA 176 0.0620
## 1179 OtherAle 471 0.0470
## 1190 OtherAle 376 0.0550
## 207 OtherAle 252 0.0450
## 1129 OtherAle 7 0.0610
## 587 IPA 167 0.0850
## 280 OtherAle 85 0.0520
## 972 OtherAle 370 0.0600
## 440 IPA 504 0.0870
## 389 IPA 234 0.0930
## 499 IPA 7 0.0500
## 991 OtherAle 504 0.0650
## 251 OtherAle 213 0.0450
## 1255 OtherAle 11 0.0650
## 1392 OtherAle 300 0.0550
## 463 IPA 58 0.0630
## 1274 IPA 11 0.0930
## 100 OtherAle 176 0.0600
## 919 OtherAle 85 0.0500
## 1397 OtherAle 324 0.0450
## 141 OtherAle 62 0.0990
## 924 OtherAle 311 0.0500
## 379 IPA 310 0.0790
## 1060 OtherAle 14 0.0500
## 626 IPA 63 0.0820
## 1456 OtherAle 38 0.0640
## 1379 IPA 269 0.0590
## 708 IPA 385 0.0680
## 1110 OtherAle 78 0.0510
## 138 OtherAle 492 0.0550
## 344 OtherAle 337 0.0510
## 1235 OtherAle 81 0.0730
## 681 IPA 370 0.0780
## 461 IPA 288 0.0760
## 727 IPA 200 0.0690
## 1490 OtherAle 162 0.0500
## 1483 OtherAle 450 0.0500
## 1503 OtherAle 26 0.0900
## 700 IPA 146 0.0650
## 1467 OtherAle 295 0.0780
## 1473 OtherAle 11 0.0650
## 371 IPA 173 0.0810
## 380 IPA 388 0.0850
## 97 OtherAle 83 0.0520
## 49 OtherAle 376 0.0600
## 754 IPA 160 0.0400
## 815 IPA 291 0.0690
## 475 IPA 83 0.0650
## 174 OtherAle 316 0.0490
## 1440 OtherAle 443 0.0550
## 183 OtherAle 132 0.0350
## 347 OtherAle 224 0.0500
## 1098 OtherAle 178 0.0550
## 1530 OtherAle 4 0.0600
## 1299 OtherAle 207 0.0520
## 118 OtherAle 156 0.0540
## 1309 OtherAle 11 0.0850
## 357 IPA 362 0.0820
## 155 OtherAle 61 0.0550
## 1229 OtherAle 221 0.0810
## 61 OtherAle 11 0.0620
## 1500 OtherAle 26 0.0900
## 1365 OtherAle 184 0.0530
## 1203 OtherAle 81 0.0390
## 1100 OtherAle 214 0.0550
## 1111 OtherAle 308 0.0480
## 335 OtherAle 476 0.0720
## 1000 OtherAle 318 0.0630
## 1188 OtherAle 309 0.0550
## 13 OtherAle 202 0.0750
## 637 IPA 164 0.0600
## 1024 OtherAle 385 0.0550
## 526 IPA 445 0.0660
## 41 OtherAle 140 0.0520
## 1364 OtherAle 93 0.0670
## 545 IPA 316 0.0630
## 772 IPA 341 0.0610
## 334 OtherAle 481 0.0570
## 1119 OtherAle 174 0.0550
## 269 OtherAle 33 0.0600
## 731 IPA 200 0.0690
## 746 IPA 44 0.0500
## 755 IPA 167 0.0490
## 1003 OtherAle 118 0.0530
## 1356 OtherAle 142 0.0550
## 53 OtherAle 550 0.0500
## 367 IPA 178 0.0900
## 875 IPA 111 0.0700
## 420 IPA 351 0.0950
## 54 OtherAle 44 0.0800
## 689 IPA 7 0.0710
## 782 IPA 210 0.0750
## 1232 OtherAle 184 0.0770
## 831 IPA 272 0.0430
## 768 IPA 400 0.0400
## 1265 OtherAle 11 0.0620
## 1207 OtherAle 302 0.0480
## 191 OtherAle 170 0.0490
## 843 IPA 392 0.0620
## 771 IPA 99 0.0680
## 694 IPA 264 0.0700
## 1233 OtherAle 310 0.0840
## 170 OtherAle 207 0.0620
## 530 IPA 35 0.0700
## 67 OtherAle 354 0.0770
## 34 OtherAle 439 0.0580
## 504 IPA 538 0.0570
## 562 IPA 199 0.0630
## 1482 OtherAle 128 0.0480
## 166 OtherAle 516 0.0770
## 1281 IPA 11 0.0620
## 936 OtherAle 303 0.0400
## 350 OtherAle 315 0.0450
## 1151 OtherAle 31 0.0600
## 1055 OtherAle 532 0.0580
## 547 IPA 42 0.0550
## 724 IPA 47 0.0640
## 508 IPA 285 0.0750
## 491 IPA 81 0.0660
## 308 OtherAle 302 0.0650
## 615 IPA 389 0.0650
## 580 IPA 94 0.0720
## 1469 OtherAle 240 0.0590
## 1372 OtherAle 166 0.0420
## 11 OtherAle 531 0.0620
## 711 IPA 108 0.0660
## 19 OtherAle 411 0.0500
## 730 IPA 273 0.0700
## 617 IPA 76 0.0720
## 784 IPA 203 0.0600
## 920 OtherAle 143 0.0520
## 235 OtherAle 277 0.0560
## 793 IPA 337 0.0620
## 669 IPA 547 0.0650
## 487 IPA 369 0.0700
## 956 OtherAle 149 0.0510
## 1144 OtherAle 136 0.0590
## 346 OtherAle 394 0.0530
## 895 OtherAle 461 0.0450
## 199 OtherAle 85 0.0490
## 165 OtherAle 420 0.0680
## 1452 OtherAle 126 0.0660
## 865 IPA 103 0.0600
## 614 IPA 17 0.0600
## 1216 OtherAle 106 0.0500
## 916 OtherAle 310 0.0520
## 930 OtherAle 126 0.0550
## 618 IPA 343 0.0600
## 535 IPA 241 0.0680
## 1025 OtherAle 104 0.0580
## 609 IPA 342 0.0480
## 241 OtherAle 129 0.0510
## 980 OtherAle 287 0.0600
## 563 IPA 402 0.0620
## 1008 OtherAle 66 0.0530
## 1269 IPA 66 0.0750
## 853 IPA 28 0.0690
## 1295 OtherAle 11 0.0600
## 1162 OtherAle 88 0.0480
## 348 OtherAle 347 0.0950
## 998 OtherAle 251 0.0550
## 893 OtherAle 418 0.0490
## 201 OtherAle 119 0.0500
## 127 OtherAle 492 0.0540
## 1437 OtherAle 370 0.0500
## 576 IPA 371 0.0680
## 25 OtherAle 293 0.0550
## 633 IPA 207 0.0450
## 822 IPA 142 0.0700
## 1443 OtherAle 285 0.0650
## 786 IPA 488 0.0650
## 1099 OtherAle 167 0.0520
## 830 IPA 332 0.0520
## 926 OtherAle 320 0.0450
## 570 IPA 265 0.0450
## 135 OtherAle 414 0.0700
## 1137 OtherAle 78 0.0380
## 788 IPA 360 0.0720
## 1334 OtherAle 332 0.0560
## 790 IPA 167 0.0850
## 224 OtherAle 183 0.0530
## 698 IPA 183 0.0680
## 206 OtherAle 408 0.0540
## 647 IPA 191 0.0620
## 589 IPA 298 0.0580
## 1454 OtherAle 11 0.0590
## 833 IPA 282 0.0420
## 1215 OtherAle 214 0.0430
## 1084 OtherAle 167 0.0650
## 286 OtherAle 38 0.0550
## 1471 OtherAle 241 0.0580
## 1494 OtherAle 217 0.0530
## 1120 OtherAle 366 0.0530
## 668 IPA 36 0.0650
## 1217 OtherAle 144 0.0420
## 237 OtherAle 457 0.0480
## 600 IPA 296 0.0600
## 625 IPA 171 0.0430
## 399 IPA 30 0.0850
## 922 OtherAle 64 0.0600
## 674 IPA 50 0.0640
## 321 OtherAle 62 0.0510
## 284 OtherAle 191 0.0540
## 1139 OtherAle 429 0.0500
## 382 IPA 92 0.0990
## 462 IPA 511 0.0650
## 128 OtherAle 92 0.0600
## 161 OtherAle 165 0.0720
## 1075 OtherAle 467 0.0500
## 1199 OtherAle 89 0.0420
## 1244 IPA 303 0.0600
## 807 IPA 240 0.0620
## 477 IPA 482 0.0590
## 222 OtherAle 111 0.0500
## 352 OtherAle 75 0.0580
## 1497 OtherAle 511 0.0650
## 1470 OtherAle 258 0.0800
## 361 IPA 176 0.0960
## 1102 OtherAle 486 0.0500
## 811 IPA 48 0.0500
## 1407 OtherAle 441 0.0480
## 331 OtherAle 205 0.0640
## 204 OtherAle 380 0.0550
## 57 OtherAle 489 0.0500
## 1012 OtherAle 439 0.0470
## 866 IPA 266 0.0620
## 541 IPA 494 0.0610
## 1333 OtherAle 172 0.0560
## 279 OtherAle 216 0.0630
## 677 IPA 33 0.0600
## 132 OtherAle 497 0.0580
## 263 OtherAle 300 0.0500
## 973 OtherAle 64 0.0600
## 703 IPA 229 0.0720
## 841 IPA 495 0.0700
## 741 IPA 156 0.0610
## 630 IPA 206 0.0650
## 704 IPA 128 0.0700
## 223 OtherAle 119 0.0500
## 354 OtherAle 506 0.0400
## 1450 OtherAle 393 0.0550
## 23 OtherAle 299 0.0570
## 1339 OtherAle 243 0.0550
## 1400 OtherAle 438 0.0450
## 1332 OtherAle 380 0.0490
## 688 IPA 44 0.0620
## 1487 OtherAle 363 0.0660
## 953 OtherAle 167 0.0650
## 383 IPA 18 0.0850
## 1524 OtherAle 538 0.0570
## 946 OtherAle 195 0.0550
## 292 OtherAle 416 0.0620
## 469 IPA 406 0.0700
## 1476 OtherAle 11 0.0670
## 366 IPA 411 0.0880
## 1264 OtherAle 11 0.0670
## 533 IPA 302 0.0750
## 396 IPA 58 0.0960
## 124 OtherAle 314 0.0580
## 91 OtherAle 268 0.0550
## 259 OtherAle 175 0.0490
## 1457 OtherAle 472 0.0600
## 1303 OtherAle 247 0.0450
## 848 IPA 393 0.0660
## 1351 OtherAle 34 0.0690
## 1064 OtherAle 260 0.0400
## 1170 OtherAle 36 0.0450
## 17 OtherAle 142 0.0720
## 1373 OtherAle 175 0.0390
## 870 IPA 296 0.0560
## 306 OtherAle 97 0.0580
## 1009 OtherAle 167 0.0650
## 1340 OtherAle 144 0.0500
## 1384 IPA 438 0.0680
## 464 IPA 206 0.0620
## 1073 OtherAle 167 0.0650
## 234 OtherAle 154 0.0400
## 544 IPA 458 0.0700
## 928 OtherAle 210 0.0520
## 1371 OtherAle 168 0.0470
## 927 OtherAle 291 0.0470
## 939 OtherAle 449 0.0370
## 441 IPA 47 0.0910
## 343 OtherAle 13 0.0680
## 1042 OtherAle 418 0.0570
## 304 OtherAle 46 0.0440
## 737 IPA 476 0.0620
## 226 OtherAle 328 0.0420
## 311 OtherAle 401 0.0550
## 680 IPA 258 0.0550
## 1147 OtherAle 361 0.0480
## 1112 OtherAle 176 0.0600
## 524 IPA 369 0.0700
## 1404 OtherAle 28 0.0900
## 1488 OtherAle 178 0.0690
## 967 OtherAle 207 0.0550
## 278 OtherAle 505 0.0350
## 733 IPA 451 0.0630
## 1347 OtherAle 163 0.0380
## 1314 OtherAle 167 0.0800
## 275 OtherAle 347 0.0600
## 86 OtherAle 356 0.0730
## 762 IPA 347 0.0800
## 1427 OtherAle 231 0.0990
## 1017 OtherAle 225 0.0630
## 385 IPA 167 0.0870
## 776 IPA 223 0.0420
## 622 IPA 296 0.0400
## 1149 OtherAle 81 0.0390
## 402 IPA 118 0.0820
## 1159 OtherAle 81 0.0390
## 554 IPA 488 0.0650
## 1390 OtherAle 512 0.0500
## 1459 OtherAle 66 0.0650
## 272 OtherAle 363 0.0490
## 32 OtherAle 101 0.0550
## 1027 OtherAle 548 0.0560
## 1275 IPA 531 0.0800
## 516 IPA 464 0.0780
## 606 IPA 16 0.0470
## 103 OtherAle 81 0.0580
## 525 IPA 241 0.0940
## 655 IPA 81 0.0660
## 373 IPA 223 0.0780
## 1519 OtherAle 316 0.0800
## 1180 OtherAle 337 0.0500
## 964 OtherAle 380 0.0600
## 341 OtherAle 92 0.0700
## 1007 OtherAle 504 0.0650
## 792 IPA 172 0.0700
## 765 IPA 325 0.0690
## 177 OtherAle 310 0.0430
## 876 IPA 178 0.0750
## 1145 OtherAle 386 0.0510
## 523 IPA 557 0.0680
## 955 OtherAle 132 0.0540
## 1401 OtherAle 284 0.0500
## 1342 OtherAle 344 0.0440
## 1394 OtherAle 482 0.0540
## 913 OtherAle 55 0.0550
## 1213 OtherAle 327 0.0470
## 1048 OtherAle 185 0.0480
## 906 OtherAle 541 0.0500
## 1087 OtherAle 120 0.0650
## 1222 OtherAle 337 0.0500
## 489 IPA 370 0.0780
## 1183 OtherAle 471 0.0470
## 511 IPA 62 0.0730
## 515 IPA 437 0.0550
## 353 OtherAle 283 0.0520
## 122 OtherAle 156 0.0540
## 1072 OtherAle 156 0.0560
## 897 OtherAle 31 0.0550
## 1052 OtherAle 156 0.0560
## 48 OtherAle 94 0.0570
## 1040 OtherAle 43 0.0430
## 1237 OtherAle 167 0.0800
## 519 IPA 207 0.0650
## 780 IPA 197 0.0590
## 851 IPA 7 0.0710
## 1393 OtherAle 296 0.0510
## 1231 OtherAle 199 0.0780
## 1485 OtherAle 11 0.0550
## 1298 OtherAle 11 0.0600
## 648 IPA 154 0.0620
## 339 OtherAle 337 0.0510
## 406 IPA 66 0.0830
## 686 IPA 481 0.0640
## 994 OtherAle 369 0.0440
## 549 IPA 241 0.0740
## 1138 OtherAle 77 0.0580
## 474 IPA 79 0.0470
## 667 IPA 88 0.0630
## 691 IPA 528 0.0680
## 1228 OtherAle 81 0.0730
## 27 OtherAle 453 0.0500
## 1432 OtherAle 172 0.0600
## 943 OtherAle 390 0.0650
## 1176 OtherAle 132 0.0500
## 989 OtherAle 380 0.0600
## 1302 OtherAle 228 0.0700
## 1097 OtherAle 270 0.0520
## 672 IPA 346 0.0560
## 925 OtherAle 192 0.0600
## 1223 OtherAle 293 0.0470
## 289 OtherAle 362 0.0500
## 1045 OtherAle 451 0.0630
## 809 IPA 241 0.0590
## 1501 OtherAle 108 0.0750
## 1011 OtherAle 156 0.0560
## 999 OtherAle 142 0.0500
## 1150 OtherAle 193 0.0420
## 986 OtherAle 470 0.0470
## 1197 OtherAle 132 0.0520
## 664 IPA 274 0.0600
## 1257 OtherAle 11 0.0670
## 372 IPA 175 0.0880
## 1163 OtherAle 357 0.0500
## 1514 OtherAle 504 0.0800
## 835 IPA 92 0.0690
## 1211 OtherAle 143 0.0480
## 260 OtherAle 205 0.0490
## 437 IPA 228 0.0920
## 1527 OtherAle 459 0.0580
## 1338 OtherAle 448 0.0590
## 482 IPA 241 0.0800
## 1123 OtherAle 34 0.0520
## 153 OtherAle 398 0.0730
## 537 IPA 61 0.0650
## 82 OtherAle 290 0.0510
## 1053 OtherAle 6 0.0600
## 283 OtherAle 47 0.0590
## 1058 OtherAle 82 0.0520
## 1355 OtherAle 165 0.0560
## 1243 IPA 52 0.0650
## 1041 OtherAle 402 0.0540
## 984 OtherAle 293 0.0490
## 119 OtherAle 85 0.0510
## 1167 OtherAle 367 0.0530
## 904 OtherAle 425 0.0550
## 518 IPA 492 0.0710
## 624 IPA 430 0.0700
## 1383 IPA 328 0.0600
## 64 OtherAle 538 0.0500
## 968 OtherAle 156 0.0560
## 1518 OtherAle 167 0.0800
## 1047 OtherAle 344 0.0560
## 1261 OtherAle 167 0.0900
## 244 OtherAle 166 0.0530
## 536 IPA 364 0.0680
## 1062 OtherAle 445 0.0530
## 799 IPA 294 0.0690
## 1001 OtherAle 157 0.0570
## 1214 OtherAle 81 0.0390
## 1266 IPA 281 0.0760
## 564 IPA 184 0.0700
## 1221 OtherAle 471 0.0470
## 997 OtherAle 176 0.0580
## 1398 OtherAle 146 0.0560
## 1185 OtherAle 392 0.0420
## 436 IPA 450 0.0800
## 453 IPA 173 0.0820
## 1057 OtherAle 71 0.0550
## 1038 OtherAle 303 0.0400
## 225 OtherAle 68 0.0500
## 1089 OtherAle 362 0.0560
## 1122 OtherAle 543 0.0540
## 1429 OtherAle 296 0.0520
## 602 IPA 11 0.0600
## 1381 IPA 216 0.0710
## 566 IPA 142 0.0750
## 844 IPA 142 0.0620
## 860 IPA 344 0.0750
## 369 IPA 162 0.0800
## 297 OtherAle 52 0.0760
## 808 IPA 283 0.0650
## 35 OtherAle 507 0.0470
## 192 OtherAle 399 0.0500
## 914 OtherAle 25 0.0550
## 699 IPA 61 0.0650
## 1411 OtherAle 309 0.0500
## 324 OtherAle 46 0.0440
## 1083 OtherAle 515 0.0580
## 777 IPA 93 0.0650
## 603 IPA 537 0.0650
## 1402 OtherAle 337 0.0720
## 673 IPA 2 0.0600
## 852 IPA 535 0.0650
## 858 IPA 181 0.0700
## 1463 OtherAle 178 0.0730
## 697 IPA 115 0.0690
## 1363 OtherAle 2 0.0500
## 114 OtherAle 53 0.0650
## 448 IPA 221 0.0950
## 941 OtherAle 368 0.0500
## 473 IPA 454 0.0650
## 812 IPA 224 0.0570
## 987 OtherAle 99 0.0480
## 1172 OtherAle 210 0.0470
## 910 OtherAle 418 0.0490
## 1088 OtherAle 494 0.0520
## 1350 OtherAle 214 0.0490
## 1408 OtherAle 176 0.0580
## 653 IPA 161 0.0670
## 1186 OtherAle 13 0.0520
## 702 IPA 34 0.0500
## 798 IPA 158 0.0610
## 1504 OtherAle 492 0.0740
## 635 IPA 108 0.0660
## 583 IPA 165 0.0630
## 217 OtherAle 388 0.0530
## 1086 OtherAle 168 0.0650
## 162 OtherAle 278 0.0650
## 318 OtherAle 132 0.0540
## 425 IPA 253 0.0890
## 65 OtherAle 295 0.0660
## 880 IPA 249 0.0700
## 1246 IPA 303 0.0600
## 493 IPA 83 0.0650
## 377 IPA 126 0.0950
## 1279 IPA 26 0.0450
## 971 OtherAle 167 0.0650
## 969 OtherAle 442 0.0530
## 874 IPA 75 0.0650
## 125 OtherAle 11 0.0600
## 1205 OtherAle 136 0.0590
## 1241 IPA 436 0.0600
## 333 OtherAle 552 0.0420
## 1461 OtherAle 298 0.0420
## 338 OtherAle 25 0.0650
## 531 IPA 321 0.0670
## 1521 OtherAle 286 0.0780
## 1252 OtherAle 52 0.0680
## 137 OtherAle 257 0.0800
## 1230 OtherAle 47 0.0700
## 95 OtherAle 98 0.0750
## 1301 OtherAle 52 0.0750
## 1198 OtherAle 301 0.0530
## 855 IPA 69 0.0550
## 652 IPA 231 0.0550
## 465 IPA 552 0.0680
## 467 IPA 411 0.0620
## 965 OtherAle 89 0.0540
## 1240 IPA 106 0.0700
## 202 OtherAle 362 0.0520
## 1377 IPA 432 0.0600
## 1157 OtherAle 471 0.0470
## 1496 OtherAle 26 0.0530
## 176 OtherAle 103 0.0490
## 1378 IPA 509 0.0520
## 368 IPA 411 0.0880
## 273 OtherAle 394 0.0530
## 459 IPA 173 0.0820
## 1160 OtherAle 132 0.0500
## 245 OtherAle 166 0.0530
## 253 OtherAle 236 0.0490
## 800 IPA 30 0.0680
## 1423 OtherAle 425 0.0550
## 832 IPA 84 0.0720
## 1016 OtherAle 383 0.0590
## 1293 OtherAle 194 0.0680
## 83 OtherAle 68 0.0590
## 751 IPA 429 0.0450
## 466 IPA 317 0.0700
## 1352 OtherAle 167 0.0500
## 695 IPA 218 0.0690
## 1200 OtherAle 267 0.0500
## 785 IPA 411 0.0620
## 867 IPA 204 0.0720
## 94 OtherAle 494 0.0500
## 520 IPA 310 0.0630
## 546 IPA 508 0.0720
## 387 IPA 119 0.0990
## 55 OtherAle 133 0.0520
## 945 OtherAle 228 0.0600
## 907 OtherAle 471 0.0550
## 718 IPA 328 0.0700
## 6 OtherAle 83 0.0520
## 572 IPA 13 0.0700
## 1441 OtherAle 146 0.0600
## 1486 OtherAle 427 0.0510
## 1063 OtherAle 518 0.0560
## 182 OtherAle 490 0.0440
## 723 IPA 300 0.0650
## 666 IPA 166 0.0620
## 261 OtherAle 493 0.0450
## 454 IPA 4 0.0800
## 1105 OtherAle 390 0.0650
## 1505 OtherAle 167 0.0800
## 735 IPA 479 0.0600
## 451 IPA 307 0.0880
## 510 IPA 372 0.0700
## 109 OtherAle 266 0.0600
## 1435 OtherAle 47 0.0600
## 312 OtherAle 308 0.0550
## 1177 OtherAle 310 0.0460
## 407 IPA 515 0.0870
## 424 IPA 482 0.0840
## 908 OtherAle 472 0.0500
## 565 IPA 483 0.0680
## 452 IPA 119 0.0920
## 1413 OtherAle 442 0.0520
## 539 IPA 323 0.0730
## 1410 OtherAle 18 0.0510
## 340 OtherAle 15 0.0450
## 770 IPA 28 0.0500
## 1263 OtherAle 11 0.0620
## 1013 OtherAle 279 0.0530
## 834 IPA 354 0.0770
## 825 IPA 396 0.0700
## 187 OtherAle 464 0.0600
## 1322 OtherAle 480 0.0600
## 970 OtherAle 372 0.0510
## 759 IPA 14 0.0650
## 388 IPA 381 0.0960
## 45 OtherAle 93 0.0500
## 1297 OtherAle 182 0.0680
## 1091 OtherAle 262 0.0550
## 438 IPA 87 0.0850
## 1276 IPA 11 0.0970
## 1116 OtherAle 205 0.0540
## 295 OtherAle 150 0.0610
## 679 IPA 35 0.0700
## 721 IPA 443 0.0610
## 682 IPA 199 0.0650
## 164 OtherAle 76 0.0600
## 412 IPA 6 0.0970
## 386 IPA 436 0.0720
## 288 OtherAle 337 0.0510
## 96 OtherAle 172 0.0580
## 769 IPA 160 0.0730
## 1059 OtherAle 156 0.0560
## 81 OtherAle 210 0.0670
## 1349 OtherAle 239 0.0420
## 862 IPA 521 0.0620
## 514 IPA 461 0.0650
## 1479 OtherAle 119 0.0550
## 111 OtherAle 184 0.0770
## 1325 OtherAle 133 0.0490
## 714 IPA 156 0.0610
## 590 IPA 41 0.0750
## 458 IPA 202 0.0690
## 796 IPA 107 0.0670
## 1455 OtherAle 165 0.0710
## 152 OtherAle 398 0.0730
## 414 IPA 167 0.0800
## 435 IPA 167 0.0900
## 1328 OtherAle 172 0.0560
## 30 OtherAle 285 0.0510
## 1285 OtherAle 11 0.0550
## 816 IPA 199 0.0650
## 657 IPA 142 0.0700
## 1460 OtherAle 376 0.0500
## 313 OtherAle 143 0.0490
## 1489 OtherAle 119 0.0550
## 881 IPA 122 0.0570
## 693 IPA 322 0.0500
## 1312 OtherAle 28 0.0900
## 639 IPA 346 0.0640
## 1192 OtherAle 235 0.0480
## 1080 OtherAle 336 0.0500
## 1196 OtherAle 293 0.0470
## 1498 OtherAle 26 0.0900
## 1085 OtherAle 50 0.0540
## 455 IPA 111 0.0990
## 963 OtherAle 190 0.0420
## 861 IPA 357 0.0550
## 1513 OtherAle 161 0.0600
## 384 IPA 390 0.0870
## 1066 OtherAle 330 0.0520
## 957 OtherAle 468 0.0620
## 1512 OtherAle 26 0.0540
## 236 OtherAle 366 0.0480
## 401 IPA 174 0.0850
## 568 IPA 372 0.0620
## 168 OtherAle 419 0.0600
## 899 OtherAle 142 0.0550
## 685 IPA 524 0.0700
## 1061 OtherAle 238 0.0520
## 193 OtherAle 551 0.0500
## 1049 OtherAle 381 0.0450
## 220 OtherAle 388 0.0530
## 1507 OtherAle 26 0.0830
## 268 OtherAle 108 0.0470
## 42 OtherAle 83 0.0520
## 322 OtherAle 379 0.0600
## 1074 OtherAle 207 0.0580
## 430 IPA 100 0.0890
## 290 OtherAle 376 0.0510
## 532 IPA 46 0.0630
## 1330 OtherAle 26 0.0530
## 961 OtherAle 184 0.0600
## 1005 OtherAle 348 0.0500
## 51 OtherAle 552 0.0600
## 432 IPA 357 0.0850
## 1178 OtherAle 84 0.0480
## 1428 OtherAle 2 0.0660
## 484 IPA 35 0.0700
## 605 IPA 497 0.0660
## 890 OtherAle 481 0.0550
## 349 OtherAle 75 0.0580
## 422 IPA 285 0.0870
## 1358 OtherAle 519 0.0540
## 178 OtherAle 265 0.0530
## 1247 IPA 276 0.0550
## 593 IPA 289 0.0680
## 76 OtherAle 488 0.0580
## 1307 OtherAle 263 0.0500
## 129 OtherAle 44 0.0810
## 827 IPA 296 0.0600
## 873 IPA 452 0.0650
## 1305 OtherAle 45 0.0680
## 134 OtherAle 425 0.0520
## 729 IPA 332 0.0520
## 661 IPA 533 0.0420
## 232 OtherAle 166 0.0530
## 73 OtherAle 486 0.0510
## 320 OtherAle 142 0.0550
## 381 IPA 381 0.0860
## 1115 OtherAle 139 0.0530
## 1187 OtherAle 27 0.0510
## 824 IPA 151 0.0670
## 233 OtherAle 54 0.0570
## 227 OtherAle 366 0.0480
## 885 OtherAle 136 0.0570
## 1508 OtherAle 16 0.0850
## 628 IPA 174 0.0270
## 1492 OtherAle 11 0.0900
## 1412 OtherAle 366 0.0500
## 1324 OtherAle 13 0.0550
## 1343 OtherAle 494 0.0480
## 1034 OtherAle 165 0.0510
## 256 OtherAle 108 0.0470
## 252 OtherAle 49 0.0470
## 636 IPA 153 0.0700
## 909 OtherAle 178 0.0660
## 744 IPA 207 0.0740
## 1474 OtherAle 46 0.0480
## 362 IPA 31 0.0910
## 1491 OtherAle 478 0.0600
## 1304 OtherAle 406 0.0500
## 1336 OtherAle 30 0.0500
## 104 OtherAle 213 0.0650
## 115 OtherAle 94 0.0600
## 1357 OtherAle 60 0.0550
## 99 OtherAle 261 0.0820
## 521 IPA 142 0.0750
## 33 OtherAle 61 0.0600
## 337 OtherAle 241 0.0550
## 749 IPA 511 0.0650
## 428 IPA 236 0.0860
## 505 IPA 117 0.0670
## 1478 OtherAle 47 0.0490
## 80 OtherAle 116 0.0580
## 502 IPA 46 0.0680
## 1201 OtherAle 81 0.0390
## 683 IPA 310 0.0630
## 242 OtherAle 498 0.0450
## 1020 OtherAle 551 0.0720
## 483 IPA 191 0.0480
## 472 IPA 60 0.0680
## 1320 OtherAle 64 0.0750
## 378 IPA 303 0.0900
## 1191 OtherAle 81 0.0390
## 660 IPA 151 0.0670
## 78 OtherAle 306 0.0550
## 619 IPA 77 0.0700
## 750 IPA 62 0.0720
## 329 OtherAle 14 0.0550
## 403 IPA 176 0.0960
## 1451 OtherAle 461 0.0650
## 842 IPA 125 0.0750
## 1226 OtherAle 33 0.0620
## 355 OtherAle 342 0.0530
## 923 OtherAle 26 0.0560
## 77 OtherAle 501 0.0550
## 1327 OtherAle 379 0.0550
## 1195 OtherAle 81 0.0390
## 1353 OtherAle 52 0.0670
## 1370 OtherAle 498 0.0390
## 291 OtherAle 80 0.0480
## 944 OtherAle 47 0.0470
## 978 OtherAle 27 0.0520
## 1109 OtherAle 484 0.0440
## 196 OtherAle 280 0.0450
## 151 OtherAle 131 0.0680
## 553 IPA 340 0.0650
## 1238 IPA 81 0.0600
## 38 OtherAle 64 0.0499
## 1026 OtherAle 31 0.0550
## 113 OtherAle 204 0.0520
## 1256 OtherAle 369 0.0830
## 1037 OtherAle 159 0.0540
## 1035 OtherAle 105 0.0570
## 781 IPA 95 0.0520
## 310 OtherAle 547 0.0530
## 1284 OtherAle 11 0.0500
## 774 IPA 51 0.0700
## 879 IPA 84 0.0720
## 1220 OtherAle 81 0.0390
## 559 IPA 309 0.0720
## 351 OtherAle 166 0.0600
## 301 OtherAle 77 0.0580
## 1510 OtherAle 504 0.0800
## 1318 OtherAle 26 0.0800
## 767 IPA 410 0.0680
## 692 IPA 230 0.0700
## 1415 OtherAle 366 0.0540
## 795 IPA 235 0.0590
## 805 IPA 237 0.0700
## 1218 OtherAle 201 0.0470
## 1396 OtherAle 337 0.0500
## 267 OtherAle 483 0.0560
## 317 OtherAle 26 0.0700
## 1323 OtherAle 25 0.0600
## 791 IPA 26 0.0640
## 966 OtherAle 92 0.0500
## 819 IPA 379 0.0650
## 1445 OtherAle 62 0.0670
## 610 IPA 113 0.0750
## 1133 OtherAle 206 0.0420
## 185 OtherAle 450 0.0500
## 1280 IPA 11 0.0500
## 837 IPA 83 0.0650
## 642 IPA 356 0.0700
## 591 IPA 252 0.0600
## 8 OtherAle 64 0.0520
## 327 OtherAle 366 0.0700
## 87 OtherAle 229 0.0500
## 863 IPA 450 0.0500
## 1286 OtherAle 246 0.0510
## 120 OtherAle 153 0.0450
## 882 IPA 15 0.0580
## 56 OtherAle 410 0.0560
## 1031 OtherAle 302 0.0550
## 1268 IPA 69 0.0700
## 975 OtherAle 111 0.0500
## 62 OtherAle 411 0.0500
## 1262 OtherAle 26 0.0990
## 1143 OtherAle 501 0.0440
## 794 IPA 384 0.0650
## 1182 OtherAle 46 0.0500
## 656 IPA 6 0.0770
## 1130 OtherAle 296 0.0470
## 24 OtherAle 242 0.0520
## 22 OtherAle 315 0.0550
## 584 IPA 191 0.0620
## 663 IPA 209 0.0710
## 84 OtherAle 191 0.0520
## 198 OtherAle 113 0.0450
## 766 IPA 102 0.0650
## 1153 OtherAle 89 0.0420
## 707 IPA 376 0.0620
## 555 IPA 241 0.0800
## 1152 OtherAle 83 0.0480
## 684 IPA 484 0.0680
## 506 IPA 207 0.0620
## 450 IPA 375 0.0820
## 736 IPA 248 0.0650
## 1300 OtherAle 47 0.0800
## 850 IPA 44 0.0500
## 1431 OtherAle 357 0.0550
## 72 OtherAle 549 0.0500
## 411 IPA 2 0.0760
## 16 OtherAle 254 0.0560
## 1096 OtherAle 313 0.0550
## 150 OtherAle 25 0.0680
## 644 IPA 300 0.0600
## 397 IPA 54 0.0830
## 1135 OtherAle 530 0.0450
## 859 IPA 179 0.0650
## 144 OtherAle 369 0.0680
## 839 IPA 259 0.0670
## 872 IPA 13 0.0480
## 629 IPA 82 0.0620
## 1093 OtherAle 94 0.0550
## 1070 OtherAle 75 0.0650
## 370 IPA 2 0.0800
## 157 OtherAle 256 0.0500
## 1010 OtherAle 84 0.0560
## 556 IPA 394 0.0710
## 604 IPA 120 0.0650
## 1117 OtherAle 7 0.0500
## 117 OtherAle 371 0.0490
## 857 IPA 1 0.0450
## 1023 OtherAle 134 0.0580
## 1092 OtherAle 334 0.0500
## 701 IPA 66 0.0800
## 243 OtherAle 524 0.0560
## 494 IPA 23 0.0600
## 1348 OtherAle 95 0.0540
## 1077 OtherAle 177 0.0580
## 1146 OtherAle 392 0.0450
## 154 OtherAle 393 0.0710
## 1346 OtherAle 332 0.0560
## 734 IPA 126 0.0660
## 246 OtherAle 386 0.0510
## 1313 OtherAle 149 0.0920
## 180 OtherAle 189 0.0520
## 404 IPA 59 0.0830
## 977 OtherAle 167 0.0650
## 470 IPA 369 0.0700
## 1260 OtherAle 11 0.0750
## 75 OtherAle 102 0.0520
## 826 IPA 156 0.0680
## 110 OtherAle 67 0.0680
## 490 IPA 73 0.0500
## 787 IPA 31 0.0700
## 1475 OtherAle 256 0.0450
## 1425 OtherAle 338 0.0610
## 1164 OtherAle 81 0.0390
## 1418 OtherAle 119 0.0720
## 671 IPA 529 0.0600
## 285 OtherAle 466 0.0700
## 710 IPA 397 0.0600
## 1385 IPA 54 0.0440
## 949 OtherAle 366 0.0530
## 20 OtherAle 208 0.0520
## 21 OtherAle 31 0.0550
## 1493 OtherAle 310 0.0550
## 1509 OtherAle 228 0.0800
## 29 OtherAle 375 0.0600
## 1126 OtherAle 338 0.0570
## 764 IPA 511 0.0650
## 133 OtherAle 537 0.0540
## 316 OtherAle 213 0.0550
## 1290 OtherAle 357 0.0450
## 990 OtherAle 479 0.0560
## 662 IPA 369 0.0700
## 592 IPA 133 0.0750
## 567 IPA 366 0.0700
## 1209 OtherAle 542 0.0620
## 443 IPA 303 0.0900
## 836 IPA 371 0.0450
## 1436 OtherAle 235 0.0590
## 892 OtherAle 322 0.0550
## 732 IPA 76 0.0620
## 159 OtherAle 256 0.0500
## 1079 OtherAle 308 0.0420
## 375 IPA 257 0.0900
## 1006 OtherAle 504 0.0650
## 1419 OtherAle 7 0.0870
## 992 OtherAle 108 0.0530
## 1019 OtherAle 414 0.0510
## 649 IPA 452 0.0650
## 1316 OtherAle 11 0.0820
## 814 IPA 265 0.0680
## 517 IPA 98 0.0750
## 156 OtherAle 76 0.0600
## 1030 OtherAle 113 0.0580
## 1458 OtherAle 217 0.0650
## 756 IPA 235 0.0590
## 528 IPA 70 0.0710
## 611 IPA 132 0.0630
## 690 IPA 142 0.0700
## 209 OtherAle 242 0.0560
## 878 IPA 236 0.0700
## 481 IPA 475 0.0680
## 802 IPA 491 0.0700
## 1468 OtherAle 245 0.0600
## 90 OtherAle 283 0.0520
## 571 IPA 134 0.0750
## 1319 OtherAle 323 0.0920
## 918 OtherAle 557 0.0430
## 439 IPA 388 0.0850
## 315 OtherAle 205 0.0640
## 9 OtherAle 191 0.0520
## 1520 OtherAle 472 0.0950
## 1311 OtherAle 355 0.0800
## 513 IPA 142 0.0750
## 1022 OtherAle 74 0.0570
## 1462 OtherAle 210 0.0550
## 743 IPA 66 0.0750
## 92 OtherAle 363 0.0550
## 705 IPA 265 0.0680
## 717 IPA 376 0.0680
## 581 IPA 28 0.0650
## 229 OtherAle 228 0.0500
## 1430 OtherAle 44 0.0800
## 200 OtherAle 367 0.0530
## 921 OtherAle 448 0.0560
## 1526 OtherAle 26 0.0540
## 658 IPA 210 0.0680
## 719 IPA 413 0.0720
## 550 IPA 168 0.0580
## 148 OtherAle 315 0.0700
## 188 OtherAle 61 0.0450
## 68 OtherAle 387 0.0620
## 299 OtherAle 128 0.0750
## 1106 OtherAle 271 0.0530
## 360 IPA 215 0.0900
## 323 OtherAle 323 0.0750
## 1204 OtherAle 25 0.0650
## 265 OtherAle 129 0.0510
## 1376 IPA 253 0.0700
## 1270 IPA 11 0.0550
## 582 IPA 241 0.0590
## 146 OtherAle 11 0.0500
## 1239 IPA 350 0.0420
## 596 IPA 134 0.0770
## 745 IPA 193 0.0560
## 1409 OtherAle 366 0.0540
## 410 IPA 369 0.0970
## 747 IPA 110 0.0650
## 1189 OtherAle 77 0.0580
## 213 OtherAle 337 0.0470
## 1447 OtherAle 116 0.0620
## 175 OtherAle 183 0.0530
## 249 OtherAle 134 0.0500
## 773 IPA 35 0.0380
## 871 IPA 14 0.0500
## 728 IPA 207 0.0670
## 1002 OtherAle 30 0.0510
## 231 OtherAle 229 0.0490
## 468 IPA 480 0.0720
## 70 OtherAle 64 0.0600
## 197 OtherAle 17 0.0500
## 1416 OtherAle 393 0.0450
## 783 IPA 156 0.0610
## 1175 OtherAle 81 0.0390
## 1254 OtherAle 52 0.0750
## 302 OtherAle 61 0.0550
## 172 OtherAle 128 0.0520
## 988 OtherAle 257 0.0550
## 446 IPA 504 0.0920
## 277 OtherAle 268 0.0490
## 1523 OtherAle 26 0.0540
## 932 OtherAle 150 0.0570
## 31 OtherAle 210 0.0650
## 1438 OtherAle 386 0.0470
## 391 IPA 362 0.0820
## 1021 OtherAle 169 0.0700
## 632 IPA 191 0.0480
## 538 IPA 31 0.0700
## 492 IPA 337 0.0620
## 409 IPA 318 0.0970
## 195 OtherAle 453 0.0500
## 620 IPA 212 0.0480
## 1158 OtherAle 458 0.0590
## 1249 OtherAle 2 0.0650
## 797 IPA 47 0.0650
## 527 IPA 36 0.0590
## 641 IPA 308 0.0620
## 1417 OtherAle 432 0.0550
## 50 OtherAle 141 0.0480
## 52 OtherAle 172 0.0580
## 314 OtherAle 472 0.0650
## 720 IPA 178 0.0710
## 219 OtherAle 199 0.0490
## 1174 OtherAle 176 0.0550
## 26 OtherAle 331 0.0630
## 1259 OtherAle 11 0.0980
## 257 OtherAle 129 0.0600
## 186 OtherAle 249 0.0520
## 1449 OtherAle 381 0.0640
## 643 IPA 193 0.0620
## 1480 OtherAle 436 0.0480
## 287 OtherAle 366 0.0700
## 579 IPA 361 0.0670
## 1375 IPA 279 0.0550
## 374 IPA 62 0.0970
## 1044 OtherAle 455 0.0500
## 364 IPA 273 0.0800
## 106 OtherAle 392 0.0540
## 36 OtherAle 90 0.0610
## 101 OtherAle 81 0.0580
## 650 IPA 159 0.0610
## 1426 OtherAle 1 0.0600
## 575 IPA 23 0.0640
## 445 IPA 167 0.0990
## 282 OtherAle 142 0.0550
## 1067 OtherAle 373 0.0560
## 247 OtherAle 14 0.0480
## 1310 OtherAle 257 0.0860
## 722 IPA 296 0.0400
## Drink_name Ounces
## 1308 Aloha B’ak’tun 12.0
## 1018 Pine Belt Pale Ale 12.0
## 1125 Tribute 12.0
## 1004 Upslope Pale Ale 12.0
## 623 RoughTail IPA 16.0
## 905 Poleeko Gold Pale Ale (2009) 12.0
## 645 Sunken Island IPA 12.0
## 934 Daisy Cutter Pale Ale 16.0
## 400 Red Cockaded Ale (2013) 12.0
## 900 Dale's Pale Ale (2008) 12.0
## 98 40th Annual Bix Street Fest Copper Ale (Current) 16.0
## 1127 Persnickety Pale 12.0
## 726 Bimini Twist 12.0
## 326 Over Ale 16.0
## 1103 Ride Again Pale Ale 16.0
## 884 People's Pale Ale 12.0
## 270 Carolina Blonde (2006) 12.0
## 1406 Hydraulion Red 12.0
## 184 Cougar 12.0
## 574 Jockamo IPA 12.0
## 4 Mickey Finn's Amber Ale 12.0
## 552 Hop Ottin' IPA (2011) 12.0
## 1236 American India Red Ale 12.0
## 952 Dale's Pale Ale (2003) 12.0
## 1219 Apollo 16.0
## 996 Local 5 Pale Ale 16.0
## 479 Bengali Tiger (2011) 16.0
## 634 Upslope India Pale Ale 12.0
## 901 Deep Ellum Pale Ale 12.0
## 578 3:33 Black IPA 16.0
## 1448 Wild Plum Farmhouse Ale 16.0
## 1403 Special Edition: Allies Win The War! 12.0
## 1132 Wet Hot American Wheat Ale 16.0
## 131 THP Amber (2006) 12.0
## 1367 Saddle Bronc Brown Ale (2013) 12.0
## 1065 OH-PA Session Pale Ale 12.0
## 1014 Alpha Ale 12.0
## 740 MCA 16.0
## 298 Coffee Bender 16.0
## 258 Moe's Original Bar B Que 'Bama Brew Golden Ale 12.0
## 79 Van Dayum! 12.0
## 1206 Watermelon Wheat 12.0
## 305 Texicali 12.0
## 1382 Flagship IPA 12.0
## 696 Initial Point India Pale Ale 12.0
## 307 Schlafly American Brown Ale 12.0
## 902 8-Bit Pale Ale 16.0
## 1329 Cali Creamin' 12.0
## 1245 The Long Thaw White IPA 12.0
## 561 Triangle India Pale Ale 12.0
## 1337 Rise to the Top 12.0
## 136 Epitome 16.0
## 1169 Contact High 12.0
## 959 Snake River Pale Ale 12.0
## 123 Amber Ale 12.0
## 1258 Copperhead Amber 16.0
## 608 Soul Doubt 12.0
## 495 Wolf Among Weeds IPA (2012) 16.0
## 534 Quaff India Style Session Ale 16.0
## 803 Heavy Lifting 12.0
## 1321 Laughing Dog Cream Ale 12.0
## 208 805 Blonde Ale 12.0
## 1155 Tropical Heatwave 16.0
## 854 Desolation IPA 16.0
## 569 Hopped on the High Seas (Hop #529) 12.0
## 951 Mazzie 12.0
## 248 Miner's Gold 16.0
## 1389 Scape Goat Pale Ale (2010) 12.0
## 665 Chupahopra 12.0
## 595 Big Elm IPA 12.0
## 434 Odyssey Imperial IPA 12.0
## 757 Ponderosa IPA 12.0
## 760 Fire Eagle IPA 12.0
## 1242 Hop Lace 12.0
## 276 Honey Badger Blonde 16.0
## 169 Black 12.0
## 1095 Jam Session 16.0
## 573 West Sixth IPA 12.0
## 864 Rebel IPA 16.0
## 1517 Old Chub 12.0
## 485 Furious 16.0
## 460 Snake Handler Double IPA 12.0
## 840 Norm's Gateway IPA 12.0
## 60 North 45 Amber Ale 16.0
## 449 Lights Out Vanilla Cream Extra Stout 12.0
## 548 Alloy 16.0
## 1043 Trail Maker Pale Ale 12.0
## 638 Thrasher Session India Pale Ale 12.0
## 319 Lift Bridge Brown Ale 12.0
## 1140 Snapshot 16.0
## 145 Catch 23 16.0
## 102 Long Trail Ale 12.0
## 214 Float Trip Ale 16.0
## 390 Snaggletooth Double Pale Ale 16.0
## 597 Happening Now 12.0
## 160 Wandering Pelican 12.0
## 1101 Pale Dog 12.0
## 529 Hop Notch IPA (2013) 12.0
## 126 Rail Yard Ale 12.0
## 262 Humpback Blonde Ale 12.0
## 442 G'KNIGHT (12 oz.) 12.0
## 181 Brush Creek Blonde 16.0
## 976 Dale's Pale Ale (2010) 12.0
## 779 Nebraska India Pale Ale 12.0
## 828 Toughcats IPA 16.0
## 868 Dagger Falls IPA 12.0
## 163 CuDa Cascadian Dark Ale (2012) 16.0
## 228 SUM'R 12.0
## 789 Fistful Of Hops Blue 16.0
## 938 Insert Hop Reference 16.0
## 1439 Old Forge Pumpkin Ale 16.0
## 646 11th Hour IPA 12.0
## 1289 Hop Up Offa That Brett (2014) 16.0
## 427 Gordon Ale (2009) 12.0
## 1444 First Stand 12.0
## 1273 Troll Destroyer 12.0
## 1472 River House Saison 12.0
## 40 Louie's Demise Amber Ale 16.0
## 877 Icey.P.A. 16.0
## 1522 Old Chub (2008) 12.0
## 806 Batch 69 IPA 12.0
## 670 Union Jack 12.0
## 1387 Urban Wilderness Pale Ale 12.0
## 838 Just IPA 12.0
## 478 Centennial IPA 12.0
## 1399 Brooklyn Summer Ale 12.0
## 1359 Englishman 16.0
## 598 Pako’s EyePA 12.0
## 1166 Shenanigans Summer Ale 12.0
## 659 Mind's Eye PA 16.0
## 71 Banner American Ale 12.0
## 457 Hop A-Peel 16.0
## 891 Pale 16.0
## 1212 Dundee Summer Wheat Beer 12.0
## 488 Elevated IPA 16.0
## 912 Fremont Summer Ale 12.0
## 215 Celestial Blonde Ale 16.0
## 540 Wood Chipper India Pale Ale 12.0
## 613 Love In An Ellavator 24.0
## 917 Saint Archer Pale Ale 12.0
## 937 Universale Pale Ale 12.0
## 931 U.S. Pale Ale 12.0
## 296 One Nut Brown 12.0
## 328 Great Crescent Brown Ale 16.0
## 1171 Halcyon Unfiltered Wheat 12.0
## 889 Rusty Nail Pale Ale 12.0
## 1108 Tug Pale Ale 16.0
## 1107 Single Hop Ale 12.0
## 250 Suzy B Dirty Blonde Ale 16.0
## 1433 Pumpkin Patch Ale (2012) 16.0
## 281 Good People American Brown Ale 12.0
## 898 Euphoria Pale Ale 12.0
## 869 Point the Way IPA 12.0
## 687 Habitus IPA 16.0
## 431 Hi-Res 12.0
## 1054 Ghost Bike Pale Ale 16.0
## 10 Real McCoy Amber Ale (Current) 12.0
## 1414 Single Engine Red 12.0
## 1481 Zaison (2012) 16.0
## 1369 Pub Ale 12.0
## 585 Lost Galaxy 16.0
## 1036 Point Cascade Pale Ale 12.0
## 293 The Brown Note 16.0
## 849 Green Head IPA 12.0
## 303 Dread Brown Ale 12.0
## 1362 Boneshaker Brown Ale 24.0
## 1386 Gatecrasher 12.0
## 107 Rubberneck Red 16.0
## 752 Fistful of Hops Orange 16.0
## 543 TailGate IPA 24.0
## 775 Pleasure Town IPA 12.0
## 1028 Greenville Pale Ale 12.0
## 43 Epicenter Amber Ale (2010) 12.0
## 189 Local Buzz 12.0
## 911 Grind Line 16.0
## 171 Sol Drifter 12.0
## 39 Schoolhouse Honey 12.0
## 810 Campside Session IPA 16.0
## 216 Double D Blonde (2013) 12.0
## 1315 Sanctified 12.0
## 58 Bozone Select Amber Ale 12.0
## 395 Working for the Weekend 16.0
## 1208 1800 Big Log Wheat (2012) 12.0
## 456 Oasis (2010) 16.0
## 1046 Bravo Four Point 12.0
## 1194 Montana Trout Slayer Ale (2009) 12.0
## 1515 Fearless Scottish Ale 16.0
## 588 Stowaway IPA 12.0
## 63 Back East Ale 12.0
## 1345 Grazias 16.0
## 417 Trebuchet Double IPA 16.0
## 1453 Colette 12.0
## 886 Jessie's Garage 16.0
## 1094 Rebirth Pale Ale 12.0
## 59 Native Amber (2013) 16.0
## 804 Slow Ride 12.0
## 203 Jon Boat Coastal Ale 12.0
## 1251 Petit Mutant 16.0
## 1267 Triomphe 16.0
## 413 Upslope Imperial India Pale Ale 19.2
## 577 Anti-Hero IPA 12.0
## 542 Face Plant IPA 12.0
## 476 Thai.p.a 16.0
## 940 Full Nelson Pale Ale (2010) 12.0
## 979 Day Tripper Pale Ale 12.0
## 522 Grapefruit Jungle (GFJ) (2011) 16.0
## 405 Double Dagger Imperial IPA 12.0
## 716 Flyin' Rye 16.0
## 607 House Brand IPA 12.0
## 801 Harpoon IPA (2012) 12.0
## 501 Pink-I Raspberry IPA 16.0
## 429 The Imperial Texan 12.0
## 778 Laughing Dog IPA 12.0
## 982 Bronx Pale Ale 16.0
## 205 Tybee Island Blonde 12.0
## 1128 Narragansett Summer Ale 12.0
## 1234 Cane and Ebel 12.0
## 471 Back Bay IPA 12.0
## 66 Wavemaker 12.0
## 88 Manitou Amber 16.0
## 601 Redacted Rye IPA 16.0
## 309 Rye Knot 12.0
## 142 BLAKKR 12.0
## 294 Brewerhood Brown Ale 12.0
## 715 Filthy Hoppin' IPA 16.0
## 1184 Panorama Wheat Ale 12.0
## 116 River North Ale 16.0
## 929 Eddy Out Pale Ale 16.0
## 993 Pale Alement 16.0
## 480 Fistful of Hops Green 16.0
## 1039 Ghost Rider Pale Ale (2013) 12.0
## 486 Northern Lights India Pale Ale 12.0
## 254 Miner's Gold 12.0
## 725 Blur India Pale Ale 12.0
## 1380 Farmer Wirtz India Pale Ale 16.0
## 1202 Nonstop Hef Hop 16.0
## 1131 312 Urban Wheat Ale 16.0
## 627 Monkey Fist IPA 12.0
## 194 Tin Roof Blonde Ale 12.0
## 742 Avery India Pale Ale 12.0
## 962 Bitter Bitch 12.0
## 1502 Clan Warrior 12.0
## 894 WYLD Extra Pale Ale 12.0
## 365 The Crusher 16.0
## 421 Shipwrecked Double IPA 32.0
## 823 Spiteful IPA 12.0
## 1179 Pete's Wicked Summer Brew (1995) 12.0
## 1190 Mana Wheat 12.0
## 207 Barrio Tucson Blonde 12.0
## 1129 Whitewater 12.0
## 587 oSKAr the G'Rauch 19.2
## 280 Widow Maker Black Ale 12.0
## 972 River Runners Pale Ale 16.0
## 440 Gordon Beer (2006) 12.0
## 389 Hop Box Imperial IPA 12.0
## 499 Lasso 12.0
## 991 Dale's Pale Ale (2002) 12.0
## 251 Easy Livin' Summer Ale 12.0
## 1255 Agent a Deux 16.0
## 1392 Saranac Pale Ale (12 oz.) 12.0
## 463 Vertex IPA 12.0
## 1274 Tree Bucket 16.0
## 100 Angry Adam 16.0
## 919 November Gale Pale Ale 12.0
## 1397 Geary's Pale Ale 12.0
## 141 BLAKKR 16.0
## 924 Atom Splitter Pale Ale 12.0
## 379 Hopnoxious Imperial IPA 12.0
## 1060 Veteran’s Pale Ale (VPA) 12.0
## 626 Citra Ass Down 16.0
## 1456 Perzik Saison 12.0
## 1379 Long Trail IPA 12.0
## 708 Westbrook IPA 12.0
## 1110 Spirit Animal 12.0
## 138 Kaleidoscope Collaboration 2012 16.0
## 344 Moose Drool Brown Ale (2011) 12.0
## 1235 Abominable Winter Ale 16.0
## 681 Crank Yanker IPA (2011) 16.0
## 461 El Chingon IPA 12.0
## 727 Worthy IPA (2013) 12.0
## 1490 River House 16.0
## 1483 TailGate Saison 12.0
## 1503 Wee Muckle (2011) 16.0
## 700 Indie Pale Ale 12.0
## 1467 American Red Saison 12.0
## 1473 Tropical Saison 16.0
## 371 Mastermind 12.0
## 380 Old Grogham Imperial India Pale Ale 16.0
## 97 Fat Tire Amber Ale 12.0
## 49 Sobrehumano Palena'ole 12.0
## 754 Trader Session IPA 12.0
## 815 Supergoose IPA 12.0
## 475 Ranger IPA (Current) 12.0
## 174 Lost River Blonde Ale 16.0
## 1440 O'Fallon Pumpkin Beer 12.0
## 183 Drop Dead Blonde 12.0
## 347 Kodiak Brown Ale 12.0
## 1098 Jade 12.0
## 1530 Jucundus 16.0
## 1299 Quick WIT 12.0
## 118 Ashland Amber Ale 12.0
## 1309 Kludde 16.0
## 357 Hop Slayer Double IPA 12.0
## 155 Alter Ego 12.0
## 1229 Aprè Shred 16.0
## 61 Big Red Coq (2012) 16.0
## 1500 Wee Muckle 16.0
## 1365 Stone Fort Brown Ale 16.0
## 1203 Nonstop Hef Hop 16.0
## 1100 Lakefire Rye Pale Ale 12.0
## 1111 Payette Pale Ale 12.0
## 335 Watership Brown Ale 12.0
## 1000 Ace Hole American Pale Ale 16.0
## 1188 Are Wheat There Yet? 12.0
## 13 Loki Red Ale (2013) 16.0
## 637 Homefront IPA 12.0
## 1024 One Claw 12.0
## 526 Bark Bite IPA 16.0
## 41 Arkansas Red 12.0
## 1364 Chomolungma Honey Nut Brown Ale 12.0
## 545 Half Court IPA 16.0
## 772 Category 3 IPA 12.0
## 334 Face Down Brown Ale 12.0
## 1119 Hipster Ale (Two Roads Brewing) 12.0
## 269 Casper White Stout 12.0
## 731 Worthy IPA 12.0
## 746 Jah Mon 12.0
## 755 Pinner Throwback IPA 12.0
## 1003 Klickitat Pale Ale 12.0
## 1356 Maduro Brown Ale 12.0
## 53 Wapiti Amber Ale 12.0
## 367 Sinister 12.0
## 875 Ryeteous Rye IPA (2012) 16.0
## 420 Terrace Hill Double IPA 16.0
## 54 Patrick's Poison 12.0
## 689 Titan IPA 12.0
## 782 City of the Sun 16.0
## 1232 Seventh Son of a Seventh Son 16.0
## 831 Left of the Dial IPA 12.0
## 768 Johnny's American IPA 16.0
## 1265 Mela 16.0
## 1207 Endless Summer Ale (2011) 16.0
## 191 Aviator Raspberry Blonde 12.0
## 843 Lucky U IPA 12.0
## 771 Mission IPA 32.0
## 694 Incredible Pedal IPA 12.0
## 1233 Winterfest 16.0
## 170 Next Adventure Black IPA 16.0
## 530 Sculpin IPA 12.0
## 67 Aslan Amber 16.0
## 34 Northern Hawk Owl Amber 12.0
## 504 Tumbleweed IPA 12.0
## 562 Proxima IPA 12.0
## 1482 Farmhouse Wit 16.0
## 166 Eclipse Black IPA 16.0
## 1281 BRIPA 16.0
## 936 Squatters Full Suspension Pale Ale 12.0
## 350 Black Walnut Wheat 16.0
## 1151 I.W.A. (2011) 12.0
## 1055 Dolores River Pale Ale 16.0
## 547 Mosaic Single Hop IPA 16.0
## 724 Bengali Tiger 16.0
## 508 Hop Happy 16.0
## 491 Hopworks IPA (2012) 16.0
## 308 Falling Down Brown Ale 16.0
## 615 Kentucky IPA 16.0
## 580 Truth 12.0
## 1469 Tarasque 12.0
## 1372 Great Crescent Mild Ale 16.0
## 11 Tule Duck Red Ale (Current) 16.0
## 711 Firestarter India Pale Ale 12.0
## 19 Atlantic Amber Ale (2004) 12.0
## 730 Focal Banger 16.0
## 617 Harness the Winter 12.0
## 784 Dragonfly IPA 16.0
## 920 Three Way Pale Ale 12.0
## 235 Montauk Summer Ale 12.0
## 793 Big Sky IPA (2012) 12.0
## 669 Upstate I.P.W. 12.0
## 487 Brew Free! or Die IPA (2008) 12.0
## 956 Ghose Drifter Pale Ale 12.0
## 1144 Morning Wood Wheat (Current) 12.0
## 346 Gator Tail Brown Ale 12.0
## 895 Fremont Organic Pale Ale 12.0
## 199 Pick Axe Blonde Ale 12.0
## 165 Sanitas Black IPA 12.0
## 1452 Barn Burner Saison 12.0
## 865 King Street IPA 12.0
## 614 Half Cycle IPA 16.0
## 1216 Suncaster Summer Wheat 12.0
## 916 Hell-Diver Pale Ale 12.0
## 930 Weekend Warrior Pale Ale 12.0
## 618 KelSo India Pale Ale 12.0
## 535 Heal the Bay IPA 16.0
## 1025 Fenway American Pale Ale 12.0
## 609 Hula Hoppie Session IPA 12.0
## 241 Firemans #4 Blonde Ale (2015) 12.0
## 980 Naked Pig Pale Ale 12.0
## 563 Damnesia 16.0
## 1008 Spin Doctor 24.0
## 1269 One-Hit Wonderful 24.0
## 853 Scarecrow 16.0
## 1295 Star Runner 16.0
## 1162 Blackberry Wheat 16.0
## 348 Gillespie Brown Ale 12.0
## 998 Pail Ale 16.0
## 893 Hazed & Infused 12.0
## 201 Bombshell Blonde 16.0
## 127 Deadicated Amber 16.0
## 1437 Pumpkin Patch Ale 16.0
## 576 Swami's India Pale Ale 16.0
## 25 Amber Road 12.0
## 633 Suicide Squeeze IPA 16.0
## 822 Dry-Hopped On The High Seas Caribbean-Style IPA 12.0
## 1443 Booyah Farmhouse Ale 16.0
## 786 Long Hammer IPA 12.0
## 1099 Centennial State Pale Ale 19.2
## 830 Firewater India Pale Ale 12.0
## 926 12 Man Pale Ale 12.0
## 570 Rudie Session IPA 12.0
## 135 Heavy Machinery IPA Series #1: Heavy Fist 16.0
## 1137 Little Boss 12.0
## 788 Hop Drop 'N Roll IPA 16.0
## 1334 Farmer Ted's Farmhouse Cream Ale 12.0
## 790 oSKAr the G'Rauch 16.0
## 224 Horny Toad Cerveza 16.0
## 698 F5 IPA 16.0
## 206 Sawtooth Ale 12.0
## 647 Evolutionary IPA (2011) 12.0
## 589 Hop Farm IPA 12.0
## 1454 Acidulated Trip 16.0
## 833 Longhop IPA 16.0
## 1215 Monarch Classic American Wheat 12.0
## 1084 Dale's Pale Ale 19.2
## 286 Ellie’s Brown Ale 12.0
## 1471 Saison Pamplemousse 12.0
## 1494 Atalanta 12.0
## 1120 483 Pale Ale 16.0
## 668 IPA 12.0
## 1217 Narragansett Summer Ale 16.0
## 237 The Farmer's Daughter 16.0
## 600 Green Monsta IPA 12.0
## 625 Little Sister India Style Session Ale 12.0
## 399 Gone A-Rye 16.0
## 922 Neomexicanus Native 12.0
## 674 SweetWater IPA 12.0
## 321 Bender 16.0
## 284 SoDo Brown Ale 12.0
## 1139 Schlafly Yakima Wheat Ale 12.0
## 382 Galaxy High 12.0
## 462 Double Haul IPA (2009) 16.0
## 128 Happy Amber 12.0
## 161 Alpha Blackback 12.0
## 1075 Pablo Beach Pale Ale 12.0
## 1199 312 Urban Wheat Ale (2012) 12.0
## 1244 Wasatch Ghostrider White IPA (2014) 12.0
## 807 Ananda India Pale Ale 12.0
## 477 Rude Parrot IPA 16.0
## 222 5:00 O'Clock Afternoon Ale 16.0
## 352 Night Cat (2014) 12.0
## 1497 Cold Smoke Scotch Ale (2007) 16.0
## 1470 6 String Saison 16.0
## 361 Bitter Biker Double IPA 16.0
## 1102 Mac's Highlander Pale Ale (2000) 12.0
## 811 Hop Session 12.0
## 1407 BRIK Irish Red Ale 16.0
## 331 Hapa Brown Ale 12.0
## 204 Bring Back the Beach Blonde Ale 16.0
## 57 Dock Street Amber Beer (1992) 12.0
## 1012 Will Power Pale Ale 16.0
## 866 Almanac IPA 12.0
## 541 Fairweather IPA 12.0
## 1333 Summer Solstice (2011) 12.0
## 279 Battle LIne 12.0
## 677 JP's Ould Sod Irish Red IPA 12.0
## 132 Dry Dock Amber Ale 12.0
## 263 Blueberry Blonde Ale 12.0
## 973 Mountain Livin' Pale Ale 12.0
## 703 No Wake IPA 12.0
## 841 Frankenlou's IPA 16.0
## 741 Caldera IPA (2009) 12.0
## 630 Mound Builder IPA 12.0
## 704 Deep Ellum IPA 12.0
## 223 Bombshell Blonde 12.0
## 354 Choc Beer (2003) 12.0
## 1450 Saison 88 12.0
## 23 American Hero 12.0
## 1339 Hijack 12.0
## 1400 Brooklyn Summer Ale (2011) 12.0
## 1332 Flagship Ale 12.0
## 688 Old Wylie's IPA 12.0
## 1487 Hilliard's Saison 16.0
## 953 Dale's Pale Ale 12.0
## 383 Overlord Imperial IPA 16.0
## 1524 Back Country Scottish Ale 12.0
## 946 Mountain Rescue Pale Ale 12.0
## 292 Savannah Brown Ale 12.0
## 469 Moirai India Pale Ale 16.0
## 1476 Belfort 16.0
## 366 Gandhi-Bot Double IPA (16 oz.) (2010) 16.0
## 1264 Undertaker (2014) 16.0
## 533 Overbite IPA 16.0
## 396 Hoperation Overload 12.0
## 124 Iron Butt Red Ale 12.0
## 91 Cape Cod Red 16.0
## 259 NOLA Blonde Ale 12.0
## 1457 Midwest Charm Farmhouse Ale 16.0
## 1303 Golden Fleece 12.0
## 848 Happy Camper IPA 12.0
## 1351 Grandma's Pecan 16.0
## 1064 Ozark American Pale Ale 12.0
## 1170 Summer Wheat 12.0
## 17 Tocobaga Red Ale 12.0
## 1373 NOLA Brown Ale 12.0
## 870 Wachusett IPA 12.0
## 306 Peanut Butter Jelly Time 12.0
## 1009 Dale's Pale Ale (10 Year Anniversary) 12.0
## 1340 Narragansett Cream Ale 16.0
## 1384 East India Pale Ale 16.0
## 464 Amazon Princess IPA 12.0
## 1073 Dale's Pale Ale 12.0
## 234 Knotty Blonde Ale 12.0
## 544 Indian Paintbrush IPA 12.0
## 928 Oneida 16.0
## 1371 Passenger 12.0
## 927 Hale's Pale American Ale 12.0
## 939 Back in the Saddle Rye Pale Ale 12.0
## 441 Resin 12.0
## 343 Coconut Brown Ale 12.0
## 1042 Hoopla Pale Ale 12.0
## 304 Tallgrass Ale 16.0
## 737 Gangway IPA 12.0
## 226 Gossamer Golden Ale 16.0
## 311 Macon History Ale 12.0
## 680 Texas Pale Ale (TPA) 16.0
## 1147 Mad Beach 12.0
## 1112 Alley Time 12.0
## 524 Brew Free! or Die IPA 12.0
## 1404 Ironman 16.0
## 1488 Garce Selé 12.0
## 967 Sunrise Oatmeal Pale Ale 16.0
## 278 Carolina Blonde Light (2005) 12.0
## 733 Hoppy Bitch IPA 16.0
## 1347 Smooth Operator 16.0
## 1314 Chaka 16.0
## 275 Riverwalk Blonde Ale 12.0
## 86 Devils Head Red Ale 16.0
## 762 Manzanita IPA 12.0
## 1427 Imperial Pumpkin Stout 16.0
## 1017 Trail Head 12.0
## 385 G'KNIGHT (16 oz.) 16.0
## 776 Boat Beer 12.0
## 622 Wachusett Light IPA (2013) 12.0
## 1149 Nonstop Hef Hop 16.0
## 402 Yellow Wolf Imperial IPA 12.0
## 1159 Nonstop Hef Hop 16.0
## 554 Long Hammer IPA 16.0
## 1390 Archer's Ale (2004) 12.0
## 1459 En Parfaite Harmonie 24.0
## 272 Hilliard's Blonde 16.0
## 32 West Sixth Amber Ale 12.0
## 1027 Iron Mike Pale Ale 24.0
## 1275 Tour de Nez Belgian IPA (Current) 16.0
## 516 La Frontera Premium IPA 12.0
## 606 All Day IPA 12.0
## 103 Rise Up Red 16.0
## 525 Better Weather IPA 16.0
## 655 Hopworks IPA 16.0
## 373 077XX 16.0
## 1519 Floyd's Folly 16.0
## 1180 Montana Trout Slayer Ale 12.0
## 964 Flying Jenny Extra Pale Ale (2012) 12.0
## 341 Gnarly Brown 12.0
## 1007 Dale's Pale Ale (2006) 12.0
## 792 Hop Ottin' IPA 12.0
## 765 GreyBeard™ IPA 12.0
## 177 Galena Golden 12.0
## 876 Sex and Candy 12.0
## 1145 Shipyard Summer Ale 12.0
## 523 Snapperhead IPA 12.0
## 955 Point Cascade Pale Ale (2013) 12.0
## 1401 Gutch English Style Mild Ale 12.0
## 1342 Hardywood Cream Ale 12.0
## 1394 British Pale Ale 16.0
## 913 Moped Traveler 16.0
## 1213 Honey Wheat 12.0
## 1048 Slow Ride 12.0
## 906 Second Wind Pale Ale 12.0
## 1087 Third Eye Enlightened Pale Ale 12.0
## 1222 Montana Trout Slayer Ale (2012) 12.0
## 489 Crank Yanker IPA 16.0
## 1183 Pete's Wicked Summer Brew (1997) 12.0
## 511 Overrated! West Coast Style IPA 16.0
## 515 Nice Rack IPA 16.0
## 353 Cornstalker Dark Wheat 12.0
## 122 Ashland Amber Ale (2009) 12.0
## 1072 Caldera Pale Ale 12.0
## 897 Devil’s Ale (2010) 12.0
## 1052 Caldera Pale Ale (2010) 12.0
## 48 Hustle 12.0
## 1040 Maine Island Trail Ale 16.0
## 1237 HGH (Home Grown Hops): Part Duh 12.0
## 519 Java the Hop 16.0
## 780 Goose Island India Pale Ale 12.0
## 851 Rumble 12.0
## 1393 Country Pale Ale 12.0
## 1231 Festeroo Winter Ale 12.0
## 1485 Farm Hand 16.0
## 1298 Solitude 16.0
## 648 Hoodoo Voodoo IPA 12.0
## 339 Moose Drool Brown Ale 12.0
## 406 Vinyl Frontier 24.0
## 686 Tempter IPA 12.0
## 994 Bitter American 12.0
## 549 2020 IPA 16.0
## 1138 Oberon 12.0
## 474 Baby Daddy Session IPA 12.0
## 667 India Pale Ale 16.0
## 691 I-10 IPA 12.0
## 1228 Abominable Winter Ale (2012) 16.0
## 27 All American Red Ale 12.0
## 1432 Fall Hornin' 12.0
## 943 Dale's Pale Ale 12.0
## 1176 Point Nude Beach Summer Wheat (2011) 12.0
## 989 Flying Jenny Extra Pale Ale 12.0
## 1302 The Citizen 12.0
## 1097 Commotion APA 12.0
## 672 Duluchan India Pale Ale 12.0
## 925 Snow King Pale Ale 12.0
## 1223 Summer Swelter 12.0
## 289 Big Bowl Blonde Ale 12.0
## 1045 Three Skulls Ale Pale Ale 16.0
## 809 Point the Way IPA (2012) 16.0
## 1501 Kilt Dropper Scotch Ale 16.0
## 1011 Caldera Pale Ale (2009) 12.0
## 999 Invasion Pale Ale 12.0
## 1150 Island Wheat 12.0
## 986 RecreationAle 12.0
## 1197 Point Nude Beach Summer Wheat 16.0
## 664 40 Mile IPA 12.0
## 1257 Undertaker 16.0
## 372 MechaHopzilla 16.0
## 1163 Summer Paradise 12.0
## 1514 Old Chub (2004) 12.0
## 835 Psychopathy 12.0
## 1211 Hunny Do Wheat 12.0
## 260 Kaua'i Golden Ale 12.0
## 437 On the Wings of Armageddon 12.0
## 1527 Skilak Scottish Ale (2011) 12.0
## 1338 Wild Night 12.0
## 482 Burning Bush Smoked IPA 16.0
## 1123 Surfrider 16.0
## 153 CAPT Black IPA 16.0
## 537 Divided Sky 12.0
## 82 Rogue American Amber Ale 16.0
## 1053 Dead Arm 12.0
## 283 Brownstone 16.0
## 1058 Element 29 12.0
## 1355 Original Slacker Ale 12.0
## 1243 Thai Style White IPA 12.0
## 1041 Dusty Trail Pale Ale 16.0
## 984 Pamola Xtra Pale Ale 12.0
## 119 Red Jacket Amber Ale 12.0
## 1167 Washita Wheat 12.0
## 904 Silverback Pale Ale 12.0
## 518 California Sunshine Rye IPA 16.0
## 624 Green Bullet Organic India Pale Ale 16.0
## 1383 Meat Wave 16.0
## 64 Lewis & Clark Amber Ale 12.0
## 968 Caldera Pale Ale (2007) 12.0
## 1518 Old Chub 12.0
## 1047 Capital Trail Pale Ale 12.0
## 1261 15th Anniversary Abbey Ale (2012) 16.0
## 244 Great Crescent Blonde Ale (2011) 16.0
## 536 Better Half 12.0
## 1062 Jack Pine Savage 16.0
## 799 Blue Boots IPA 16.0
## 1001 Wild Trail Pale Ale 12.0
## 1214 Nonstop Hef Hop 16.0
## 1266 Groupe G 16.0
## 564 Golden Ratio IPA 16.0
## 1221 Pete's Wicked Summer Brew (2002) 12.0
## 997 Ball & Chain (2014) 16.0
## 1398 Whale's Tale Pale Ale 12.0
## 1185 Agave Wheat 12.0
## 436 Dodgy Knight Imperial IPA 12.0
## 453 Hyzer Flip 16.0
## 1057 Jalapeno Pale Ale 16.0
## 1038 Squatters Full Suspension Pale Ale 12.0
## 225 Beach Blonde 12.0
## 1089 Paddy Pale Ale 12.0
## 1122 River Pig Pale Ale 16.0
## 1429 Pumpkan 12.0
## 602 Linnaeus Mango IPA 16.0
## 1381 Brutus 12.0
## 566 Humidor Series India Pale Ale 12.0
## 844 Operation Homefront 12.0
## 860 The Great Return 16.0
## 369 The Imperial Texan 16.0
## 297 Lee Hill Series Vol. 1 - Barrel Aged Brown Ale 19.2
## 808 Cropduster Mid-American IPA 12.0
## 35 T-6 Red Ale (2004) 12.0
## 192 Oval Beach Blonde Ale 16.0
## 914 Pale Alement 12.0
## 699 Resurrected 12.0
## 1411 Rollin Dirty Red Ale 12.0
## 324 Tallgrass Pub Ale 16.0
## 1083 Monkey Paw Oatmeal Pale Ale 16.0
## 777 Hop Ryot 12.0
## 603 Black Iron India Pale Ale 12.0
## 1402 Powder Hound Winter Ale 12.0
## 673 Pile of Face 16.0
## 852 Epic IPA 12.0
## 858 Salamander Slam 16.0
## 1463 Regional Ring Of Fire 12.0
## 697 Welcome to Scoville 12.0
## 1363 The Brown Note 16.0
## 114 Blood of the Unicorn 16.0
## 448 Hemlock Double IPA 12.0
## 941 Oatmeal PSA 16.0
## 473 Twister Creek India Pale Ale 12.0
## 812 Sockeye Red IPA 12.0
## 987 El Conquistador Extra Pale Ale 32.0
## 1172 Fortunate Islands 16.0
## 910 Hazed & Infused (2010) 12.0
## 1088 Polar Pale Ale 12.0
## 1350 Sir William's English Brown Ale 12.0
## 1408 Fat Badger 12.0
## 653 Hop Knot IPA 12.0
## 1186 Honey Lav 12.0
## 702 South Bay Session IPA 16.0
## 798 Camelback 12.0
## 1504 Full Boar Scotch Ale 16.0
## 635 Firestarter India Pale Ale 16.0
## 583 Kiss Off IPA 12.0
## 217 Undun Blonde Ale 16.0
## 1086 1492 12.0
## 162 Midnight Ryder 12.0
## 318 2012 Black Ale 12.0
## 425 Giant DIPA 16.0
## 65 Colorado Red Ale 12.0
## 880 Pursuit 12.0
## 1246 Wasatch Ghostrider White IPA 12.0
## 493 Ranger IPA 16.0
## 377 Rodeo Clown Double IPA 12.0
## 1279 30 Min Coma 16.0
## 971 Dale's Pale Ale 12.0
## 969 Stimulator Pale Ale 16.0
## 874 Outlaw IPA (2015) 12.0
## 125 Big Red Coq 16.0
## 1205 Morning Wood Wheat (Current) 12.0
## 1241 Honeyspot Road White IPA 12.0
## 333 Bear Ass Brown 12.0
## 1461 Provision 12.0
## 338 Wrath of Pele 16.0
## 531 Jacaranada Rye IPA 16.0
## 1521 Seiche Scottish Ale 16.0
## 1252 Lee Hill Series Vol. 2 - Wild Saison 19.2
## 137 Sobek & Set 16.0
## 1230 Global Warmer 12.0
## 95 Nugget Nectar 16.0
## 1301 Upslope Belgian Style Pale Ale 12.0
## 1198 Samuel Adams Summer Ale 12.0
## 855 Pump House IPA 16.0
## 652 Fisherman's IPA 12.0
## 465 Ice Pick Ale 12.0
## 467 Sea Hag IPA 12.0
## 965 312 Urban Pale Ale 16.0
## 1240 Big Star White IPA 12.0
## 202 Phat Chance 12.0
## 1377 Paleo IPA 12.0
## 1157 Pete's Wicked Summer Brew (1996) 12.0
## 1496 Port Barrel Wee Mac 16.0
## 176 King Street Blonde Ale 12.0
## 1378 Hopluia (2004) 16.0
## 368 Gandhi-Bot Double IPA (12 oz.) 12.0
## 273 Big Rod Coconut Ale 12.0
## 459 Second Fiddle 16.0
## 1160 Point Nude Beach Summer Wheat (2010) 12.0
## 245 Beer Agent Re-Ignition 16.0
## 253 Back East Golden Ale 12.0
## 800 Dankosaurus 16.0
## 1423 Wynkoop Pumpkin Ale 12.0
## 832 Torpedo 16.0
## 1016 Full Nelson Pale Ale 12.0
## 1293 Golden One 12.0
## 83 Rod Bender Red 12.0
## 751 Schlafly IPA 12.0
## 466 Appreciation Ale 16.0
## 1352 One Nut Brown 12.0
## 695 1916 Shore Shiver 12.0
## 1200 Summer Session Ale 12.0
## 785 Sea Hag IPA (Current) 12.0
## 867 Tsunami IPA 12.0
## 94 Northern Lights Amber Ale 12.0
## 520 Dagger Falls IPA 12.0
## 546 Desert Magic IPA 12.0
## 387 PRO-AM (2012) (2012) 12.0
## 55 Drop Kick Ale 12.0
## 945 The Public 12.0
## 907 Pete's Wicked Pale Ale (1997) 12.0
## 718 Heyoka IPA 16.0
## 6 Fat Tire Amber Ale (2011) 12.0
## 572 51K IPA 12.0
## 1441 Pumple Drumkin 12.0
## 1486 Greenbelt Farmhouse Ale 12.0
## 1063 Mucho Aloha Hawaiian Pale Ale 12.0
## 182 Blue Point Summer Ale 12.0
## 723 Our Legacy IPA 16.0
## 666 Great Crescent IPA 16.0
## 261 Sunsplash Golden Ale (2004) 12.0
## 454 Habitus (2014) 16.0
## 1105 Dale's Pale Ale 19.2
## 1505 Old Chub NITRO 16.0
## 735 Good People IPA 12.0
## 451 Hoptopus Double IPA 16.0
## 510 113 IPA 12.0
## 109 Farmer's Tan Red Ale 12.0
## 1435 Autumnation (2011-12) (2011) 16.0
## 312 Mutton Buster 12.0
## 1177 Woolybugger Wheat 12.0
## 407 Rich Man's IIPA 16.0
## 424 Ballz Deep Double IPA 16.0
## 908 Boji Blue Pale Ale 16.0
## 565 Des Moines IPA 16.0
## 452 Valkyrie Double IPA 12.0
## 1413 Rustic Red 16.0
## 539 Good Vibes IPA 12.0
## 1410 Rivet Irish Red Ale 16.0
## 340 Edward’s Portly Brown 12.0
## 770 Citrafest 16.0
## 1263 Psychopomp 16.0
## 1013 Steel Rail Extra Pale Ale 12.0
## 834 Aslan IPA 16.0
## 825 Green House India Pale Ale 12.0
## 187 Terlingua Gold 12.0
## 1322 Davy Jones Lager 12.0
## 970 Phoenix Pale Ale 12.0
## 759 98 Problems (Cuz A Hop Ain't One) 12.0
## 388 Pernicious Double IPA 12.0
## 45 Firefly Amber Ale 12.0
## 1297 Blonde Hunny 12.0
## 1091 Overgrown American Pale Ale 12.0
## 438 Captain's Daughter 12.0
## 1276 Trebuchet Double IPA (2012) 16.0
## 1116 Sunset Amber 12.0
## 295 Sweet Josie 12.0
## 679 Grapefruit Sculpin 12.0
## 721 5 Day IPA 12.0
## 682 Alphadelic IPA (2011) 12.0
## 164 Cold Press 12.0
## 412 Boy King 16.0
## 386 Road 2 Ruin Double IPA 12.0
## 288 Moose Drool Brown Ale (2009) 12.0
## 96 Boont Amber Ale (2010) 12.0
## 769 Hop Nosh IPA 12.0
## 1059 Caldera Pale Ale (2011) 12.0
## 81 Aurora 16.0
## 1349 Cream Ale 12.0
## 862 Hoppy Boy 16.0
## 514 Interurban IPA 12.0
## 1479 Walloon (2014) 12.0
## 111 Seventh Son Hopped Red Ale 16.0
## 1325 O’Malley’s Irish Style Cream Ale 12.0
## 714 Caldera IPA 12.0
## 590 Galaxy IPA 16.0
## 458 Mjolnir Imperial IPA 16.0
## 796 Clean Shave IPA 12.0
## 1455 Sundown 12.0
## 152 CAPT Black IPA 12.0
## 414 Deviant Dale's IPA 16.0
## 435 One Hit Wonder 12.0
## 1328 Summer Solstice Cerveza Crema (2009) 12.0
## 30 Louie’s Demise Immort-Ale (2010) 16.0
## 1285 Earth-Like Planets 16.0
## 816 Alphadelic IPA 12.0
## 657 Hopped on the High Seas (Ahtanum) 12.0
## 1460 Lemongrass Saison 12.0
## 313 Lost Trout Brown Ale 12.0
## 1489 Walloon 12.0
## 881 IPA #11 16.0
## 693 Lil SIPA 16.0
## 1312 Barn Yeti 16.0
## 639 Madra Allta 12.0
## 1192 UFO White 12.0
## 1080 Iron Horse Pale Ale 12.0
## 1196 Celsius Summer Ale (2012) 12.0
## 1498 Whip Fight 16.0
## 1085 420 Extra Pale Ale 12.0
## 455 Elevation Triple India Pale Ale 12.0
## 963 Monkadelic 12.0
## 861 Manayunk IPA 12.0
## 1513 Kilt Lifter Scottish-Style Ale (2009) 12.0
## 384 G'KNIGHT 12.0
## 1066 Bronx Summer Pale Ale 16.0
## 957 Tampa Pale Ale 12.0
## 1512 Bourbon Barrel Wee Mac 16.0
## 236 Dirty Blonde Chocolate Ale 12.0
## 401 Molotov Lite 16.0
## 568 360° India Pale Ale 12.0
## 168 Cascadian Dark Ale 12.0
## 899 Gwar Beer 12.0
## 685 Independence Pass Ale 12.0
## 1061 Striped Bass Pale Ale 12.0
## 193 Wind River Blonde Ale 16.0
## 1049 543 Skull Creek Fresh Hopped Pale Ale 12.0
## 220 Undun Blonde Ale (2012) 16.0
## 1507 PV Muckle (2013) 16.0
## 268 Live Local Golden Ale 12.0
## 42 Fat Tire Amber Ale 16.0
## 322 Duke's Cold Nose Brown Ale 12.0
## 1074 Tender Loving Empire NWPA 16.0
## 430 Bay of Bengal Double IPA (2014) 12.0
## 290 Lahaina Town Brown 12.0
## 532 Tallgrass IPA 16.0
## 1330 Sunlight Cream Ale 16.0
## 961 Humulus Nimbus Super Pale Ale 16.0
## 1005 Cack-A-Lacky 12.0
## 51 Red Mountain Ale 12.0
## 432 Dreamin' Double IPA 12.0
## 1178 Old Chico Crystal Wheat 12.0
## 1428 Flesh Gourd'n 16.0
## 484 Big Eye India Pale Ale 12.0
## 605 Hop Abomination 12.0
## 890 Bridal Veil Rye Pale Ale 12.0
## 349 Night Cat 12.0
## 422 Hop Freak 16.0
## 1358 Nut Brown Ale 12.0
## 178 True Blonde Ale 12.0
## 1247 Fresh Slice White IPA 12.0
## 593 Saint Archer IPA 12.0
## 76 Copper Hook (2011) 12.0
## 1307 Birdhouse Pale Ale 12.0
## 129 Rudolph's Red 12.0
## 827 Green Monsta IPA 12.0
## 873 Dank IPA (2012) 16.0
## 1305 A Little Crazy 12.0
## 134 Rail Yard Ale (2009) 12.0
## 729 Firewater India Pale Ale 12.0
## 661 Inclined Plane Ale 12.0
## 232 Great Crescent Blonde Ale 16.0
## 73 Mac's Scottish Style Amber Ale (2000) 12.0
## 320 Sugar Plum 12.0
## 381 N Street Drive-In 50th Anniversary IPA 12.0
## 1115 Extra Pale Ale 12.0
## 1187 Bobblehead 16.0
## 824 Watershed IPA (2013) 12.0
## 233 Nordic Blonde 12.0
## 227 Great River Golden Ale 12.0
## 885 Over the Rail Pale Ale 12.0
## 1508 Dirty Bastard 12.0
## 628 Bikini Beer 12.0
## 1492 Zaison 16.0
## 1412 Owney Irish Style Red Ale 16.0
## 1324 Grand Rabbits 12.0
## 1343 Chugach Session Ale 12.0
## 1034 Fear of a Brett Planet 12.0
## 256 Slow & Steady Golden Ale 12.0
## 252 805 12.0
## 636 Juke Joint IPA 12.0
## 909 Devil's Cup 12.0
## 744 Vortex IPA 16.0
## 1474 Ginger Peach Saison 16.0
## 362 Count Hopula (Vault Series) 16.0
## 1491 413 Farmhouse Ale 12.0
## 1304 Parcae Belgian Style Pale Ale 16.0
## 1336 The Lawn Ranger 16.0
## 104 Red Water Irish Style Red 12.0
## 115 Dad 12.0
## 1357 10 Degrees of Separation 12.0
## 99 Train Wreck 16.0
## 521 Jai Alai IPA 12.0
## 33 Reprise Centennial Red 12.0
## 337 Get Up Offa That Brown 16.0
## 749 Double Haul IPA (2006) 16.0
## 428 Palate Mallet 12.0
## 505 Ultra Gnar Gnar IPA 12.0
## 1478 Harbinger 16.0
## 80 Murphy's Law 12.0
## 502 Ethos IPA 16.0
## 1201 Nonstop Hef Hop 16.0
## 683 Dagger Falls IPA 12.0
## 242 THP Light (2006) 12.0
## 1020 Wyoming Pale Ale 16.0
## 483 Trailhead ISA 12.0
## 472 I.P. Eh! 12.0
## 1320 Old Soul 12.0
## 378 Squatters Hop Rising Double IPA 12.0
## 1191 Nonstop Hef Hop 16.0
## 660 Watershed IPA 12.0
## 78 Marblehead 16.0
## 619 Two Hearted 16.0
## 750 Todd the Axe Man 16.0
## 329 Hotbox Brown 12.0
## 403 Bitter Biker Double IPA 12.0
## 1451 Harvest Ale 12.0
## 842 Norm's Raggedy Ass IPA 16.0
## 1226 Bastian 12.0
## 355 Dirty Hippie Dark Wheat 12.0
## 923 Osiris Pale Ale (2010) 16.0
## 77 Annie's Amber Ale 12.0
## 1327 Killer Whale Cream Ale 12.0
## 1195 Nonstop Hef Hop 16.0
## 1353 Upslope Brown Ale 12.0
## 1370 THP Dark (2006) 12.0
## 291 Saddle Bronc Brown Ale 12.0
## 944 Sensi Harvest 12.0
## 978 Lucky Dog 16.0
## 1109 Field 41 Pale Ale 12.0
## 196 Barstool American Golden Ale 12.0
## 151 Black Hop IPA 12.0
## 553 Be Hoppy IPA 16.0
## 1238 Pigwar White India Pale Ale 16.0
## 38 WinterWonderGrass Festival Ale 12.0
## 1026 American Idiot Ale (2012) 12.0
## 113 Volcano Red Ale 12.0
## 1256 Monk's Blood 12.0
## 1037 Knotty Pine 12.0
## 1035 Peach Pale Ale 12.0
## 781 Self Starter 16.0
## 310 Common Sense Kentucky Common Ale 16.0
## 1284 Coq D'Or 16.0
## 774 Flying Mouse 4 12.0
## 879 Torpedo 12.0
## 1220 Nonstop Hef Hop 16.0
## 559 Last Stop IPA 12.0
## 351 Frosted Fields Winter Wheat 16.0
## 301 Best Brown 16.0
## 1510 Old Chub (2003) 12.0
## 1318 Chaka 16.0
## 767 Hat Trick Hop IPA 16.0
## 692 Cornerstone IPA 16.0
## 1415 Roller Dam Red Ale 16.0
## 795 Harpoon IPA (2010) 12.0
## 805 Missile IPA 12.0
## 1218 Occidental Hefeweizen 16.0
## 1396 Scape Goat Pale Ale 12.0
## 267 Farmer John's Multi-Grain Ale 16.0
## 317 The Deuce 16.0
## 1323 Kreamed Corn 12.0
## 791 Fistful Of Hops Red 16.0
## 966 SPRYE 12.0
## 819 Mad Manatee IPA 12.0
## 1445 CynicAle 16.0
## 610 Blackmarket Rye IPA 12.0
## 1133 Farmer's Daughter Wheat 12.0
## 185 Blacktop Blonde 24.0
## 1280 Nuit Serpent 16.0
## 837 Ranger IPA 12.0
## 642 Elephant Rock IPA 12.0
## 591 Barrio Blanco 12.0
## 8 Crazy Mountain Amber Ale 12.0
## 327 Barrel Aged Farmer 16.0
## 87 Cedar Point 12.0
## 863 TailGate IPA 12.0
## 1286 Ballistic Blonde 12.0
## 120 Perfect Tin Amber 12.0
## 882 Train Hopper 12.0
## 56 Yard Sale Amber Ale 16.0
## 1031 T-Rail Pale Ale 16.0
## 1268 Suicide Blonde IPA 16.0
## 975 Consilium 12.0
## 62 Atlantic Amber Ale (2007) 12.0
## 1262 Bourbon Barrel Batch 666: Sympathy for the Devil 16.0
## 1143 Tonganoxie Honey Wheat 12.0
## 794 Northern Lights India Pale Ale 16.0
## 1182 Halcyon Unfiltered Wheat 16.0
## 656 HopArt 16.0
## 1130 Wachusett Summer 12.0
## 24 Dammit Jim! 12.0
## 22 McKinney Eddy Amber Ale 16.0
## 584 Evo IPA 12.0
## 663 Sucha Much IPA 12.0
## 84 Immersion Amber Ale (2011) 12.0
## 198 Deception 12.0
## 766 Newport Storm IPA 12.0
## 1153 312 Urban Wheat Ale 12.0
## 707 Big Swell IPA 12.0
## 555 Wolf Among Weeds IPA 16.0
## 1152 Sunshine Wheat Beer 12.0
## 684 Topcutter India Pale Ale 12.0
## 506 The Optimist 12.0
## 450 Bitter Bitch Imperial IPA 12.0
## 736 Tropicalia 12.0
## 1300 Abigale 12.0
## 850 Dayman IPA 12.0
## 1431 Yunkin' Punkin' 12.0
## 72 Liquid Amber Ale 12.0
## 411 Rico Sauvin 16.0
## 16 Old Detroit 12.0
## 1096 Thunder Ann 12.0
## 150 Black Beer'd 16.0
## 644 Saranac White IPA 12.0
## 397 Uber Lupin Schwarz IPA 16.0
## 1135 Floppin' Crappie 12.0
## 859 Flower Child (2014) 12.0
## 144 Back in Black 12.0
## 839 Sky-Five 12.0
## 872 Nordskye 12.0
## 629 Escape to Colorado 12.0
## 1093 Pure Fury 12.0
## 1070 Hobnob B & B Pale Ale 12.0
## 370 Citra Ass Down 16.0
## 157 Brontide 12.0
## 1010 Sierra Nevada Pale Ale 16.0
## 556 Miami Vice IPA 12.0
## 604 Third Eye Pale Ale 12.0
## 1117 Denver Pale Ale (Artist Series No. 1) 12.0
## 117 Chronic Ale 16.0
## 857 Get Together 16.0
## 1023 Devil's Harvest Extra Pale Ale 12.0
## 1092 Sprocket Pale Ale (2006) 12.0
## 701 Disco Superfly 24.0
## 243 This Season's Blonde 12.0
## 494 The 26th 16.0
## 1348 Ermal's 16.0
## 1077 Pride of Texas Pale Ale 12.0
## 1146 SummerBright Ale 12.0
## 154 Black IPA 12.0
## 1346 Farmer Ted's Cream Ale 12.0
## 734 Hopadillo India Pale Ale 12.0
## 246 Shipyard Export 12.0
## 1313 Perpetual Darkness 12.0
## 180 Towhead 12.0
## 404 Unchained #18 Hop Silo 16.0
## 977 Dale's Pale Ale (2011) 12.0
## 470 21st Amendment IPA (2006) 12.0
## 1260 Fat Paczki 16.0
## 75 Hurricane Amber Ale (2004) 12.0
## 826 Hopportunity Knocks IPA 12.0
## 110 Original 12.0
## 490 Grand Circus IPA 12.0
## 787 Hop Shock IPA 12.0
## 1475 Classique 12.0
## 1425 Wick For Brains 12.0
## 1164 Nonstop Hef Hop 16.0
## 1418 Old Potentate 12.0
## 671 Shiva IPA 12.0
## 285 Nut Sack Imperial Brown Ale 12.0
## 710 Super G IPA 16.0
## 1385 Moar 12.0
## 949 483 Pale Ale (2010) 16.0
## 20 Evil Owl 12.0
## 21 Epicenter Amber Ale 12.0
## 1493 Boise Co-Op Two Score Ale 16.0
## 1509 Stone of Arbroath 12.0
## 29 Old Red Beard Amber Ale 12.0
## 1126 Cardinal Pale Ale 12.0
## 764 Double Haul IPA 16.0
## 133 Grand Canyon Sunset Amber Ale 12.0
## 316 Bear Butte Nut Brown Ale 12.0
## 1290 Belgian Style Session Ale 12.0
## 990 Good People Pale Ale 12.0
## 662 Brew Free! or Die IPA (2009) 12.0
## 592 O’Malley’s IPA 12.0
## 567 Big Cock IPA 16.0
## 1209 Whitsun 12.0
## 443 Squatters Hop Rising Double IPA (2014) 12.0
## 836 PONTO S.I.P.A. 16.0
## 1436 UFO Pumpkin 12.0
## 892 Hop Bomber Rye Pale Ale 16.0
## 732 Bent Hop Golden IPA 12.0
## 159 Brontide 12.0
## 1079 Rodeo Rye Pale Ale 12.0
## 375 Hardcore Chimera 16.0
## 1006 Dale's Pale Ale (2004) 12.0
## 1419 Hibernation Ale 12.0
## 992 Kindler Pale Ale 12.0
## 1019 Peacemaker 12.0
## 649 Dank IPA 16.0
## 1316 Sous Chef 16.0
## 814 Modus Hoperandi 12.0
## 517 Perpetual IPA 12.0
## 156 Bent Paddle Black Ale 12.0
## 1030 Aftermath Pale Ale 12.0
## 1458 Lyric Ale 12.0
## 756 Harpoon IPA 12.0
## 528 Long Leaf 16.0
## 611 Beyond The Pale IPA 12.0
## 690 Hopped on the High Seas (Calypso) 12.0
## 209 Kadigan 12.0
## 878 Misty Mountain IPA 12.0
## 481 Preservation IPA 16.0
## 802 Old Elephant Foot IPA 16.0
## 1468 Farm Girl Saison 16.0
## 90 Leatherhead Red 12.0
## 571 2014 IPA Cicada Series 16.0
## 1319 Gran Met 12.0
## 918 Porkslap Pale Ale 12.0
## 439 Old Grogham Imperial India Pale Ale (2012) 16.0
## 315 Hapa Brown Ale 19.2
## 9 Immersion Amber 12.0
## 1520 The Hole in Hadrian's Wall 16.0
## 1311 Bellingham Beer Week 2013 Collaboration 16.0
## 513 Jai Alai IPA Aged on White Oak 12.0
## 1022 Hopalicious 12.0
## 1462 Lomaland 16.0
## 743 Misty Mountain Hop 24.0
## 92 Hilliard's Amber Ale 16.0
## 705 Modus Hoperandi 12.0
## 717 Flyin' HI.P.Hay 12.0
## 581 Galaxyfest 16.0
## 229 The Tradition 12.0
## 1430 Headless Wylie 12.0
## 200 Mustang Golden Ale 12.0
## 921 Stump Knocker Pale Ale 12.0
## 1526 Wee Mac Scottish-Style Ale 16.0
## 658 Booming Rollers 16.0
## 719 Monkeynaut IPA 12.0
## 550 Mango Ginger 12.0
## 148 Masked Bandit IPA 16.0
## 188 Send Help 12.0
## 68 Colorado Red Ale 12.0
## 299 Oak Cliff Coffee Ale 12.0
## 1106 Freeride APA 12.0
## 360 More Cowbell 16.0
## 323 Wynona's Big Brown Ale 12.0
## 1204 Coconoats 16.0
## 265 Firemans #4 Blonde Ale (2013) 12.0
## 1376 Casinos IPA 16.0
## 1270 The Grand Army 16.0
## 582 Point the Way IPA 16.0
## 146 Black Rabbit 16.0
## 1239 White Cap White IPA 16.0
## 596 Sinister Minister Black IPA 16.0
## 745 Ghost Ship White IPA 12.0
## 1409 Roller Dam Red Ale (2010) 16.0
## 410 Hop Crisis 12.0
## 747 4000 Footer IPA 12.0
## 1189 Oberon 16.0
## 213 Summer Honey 12.0
## 1447 Alter Ego 12.0
## 175 Horny Toad Cerveza (2013) 16.0
## 249 Suzy B Dirty Blonde Ale 12.0
## 773 Even Keel 12.0
## 871 Grapefruit IPA 12.0
## 728 3-Way IPA (2013) 16.0
## 1002 Elliott's Phoned Home Pale Ale 16.0
## 231 Boathouse Blonde 12.0
## 468 Loose Cannon 12.0
## 70 Boohai Red Ale 12.0
## 197 Hinchtown Hammer Down 16.0
## 1416 Santa Fe Irish Red Ale 12.0
## 783 Caldera IPA (2007) 12.0
## 1175 Nonstop Hef Hop 16.0
## 1254 Ferus Fluxus Wild Belgian Pale Ale 19.2
## 302 Cast Iron Oatmeal Brown 12.0
## 172 Dallas Blonde 12.0
## 988 Cut Throat Pale Ale 16.0
## 446 Gordon (2005) 12.0
## 277 Beach Blonde 16.0
## 1523 Java Mac 16.0
## 932 Peacemaker Pale Ale 12.0
## 31 Blazing World 16.0
## 1438 Pumpkinhead Ale 12.0
## 391 Hop Slayer Double IPA (2011) 12.0
## 1021 The Power of Zeus 12.0
## 632 Trailhead India Style Session Ale (2011) 12.0
## 538 Hop Shock IPA (2010) 12.0
## 492 Big Sky IPA 12.0
## 409 Cant Dog Imperial Pale Ale 16.0
## 195 All American Blonde Ale 12.0
## 620 #004 Session I.P.A. 12.0
## 1158 Wagon Box Wheat Beer 12.0
## 1249 Kamen Knuddeln 16.0
## 797 Bengali 24.0
## 527 Liberty Ale 12.0
## 641 Outlaw IPA 12.0
## 1417 Station 33 Firehouse Red 12.0
## 50 Oklahoma Suks 12.0
## 52 Boont Amber Ale 12.0
## 314 33 Select Brown Ale 16.0
## 720 Rise of the Phoenix 12.0
## 219 Double D Blonde 12.0
## 1174 In the Weeds 12.0
## 26 Dead Armadillo Amber Ale 12.0
## 1259 Tart Side of the Moon 16.0
## 257 Four Squared (2015) 12.0
## 186 Half Full Bright Ale 12.0
## 1449 1335 Wicked Snout 12.0
## 643 Mutiny IPA 12.0
## 1480 Workers Comp Saison 12.0
## 287 Farmer Brown Ale 16.0
## 579 Hog Wild India Pale Ale 12.0
## 1375 Lost Sailor IPA 12.0
## 374 Abrasive Ale 16.0
## 1044 Mirror Pond Pale Ale 12.0
## 364 Heady Topper 16.0
## 106 Avalanche Ale 12.0
## 36 Broad Brook Ale 16.0
## 101 Rise-Up Red (2014) 16.0
## 650 Lumberyard IPA 12.0
## 1426 Pumpion 16.0
## 575 The Gadget 16.0
## 445 GUBNA Imperial IPA 12.0
## 282 Maduro Brown Ale 12.0
## 1067 Seven Gates Pale Ale 12.0
## 247 Gold 12.0
## 1310 Nuclear Winter 16.0
## 722 Wachusett Light IPA 12.0
## Brewery City State
## 1308 Maui Brewing Company Lahaina HI
## 1018 Southern Star Brewing Company Conroe TX
## 1125 Indiana City Brewing Indianapolis IN
## 1004 Upslope Brewing Company Boulder CO
## 623 RoughTail Brewing Company Midwest City OK
## 905 Anderson Valley Brewing Company Boonville CA
## 645 Kenai River Brewing Company Soldotna AK
## 934 Half Acre Beer Company Chicago IL
## 400 Southern Star Brewing Company Conroe TX
## 900 Oskar Blues Brewery Lyons CO
## 98 Great River Brewery Davenport IA
## 1127 Two Beers Brewing Company Seattle WA
## 726 3 Daughters Brewing St Petersburg FL
## 326 Half Acre Beer Company Chicago IL
## 1103 Lucette Brewing Company Menominie WI
## 884 Intuition Ale Works Jacksonville FL
## 270 Carolina Beer & Beverage Mooresville NC
## 1406 Three Notch'd Brewing Company Charlottesville VA
## 184 Rhinegeist Brewery Cincinnati OH
## 574 Abita Brewing Company Abita Springs LA
## 4 Mickey Finn's Brewery Libertyville IL
## 552 Anderson Valley Brewing Company Boonville CA
## 1236 Black Shirt Brewing Company Denver CO
## 952 Oskar Blues Brewery Lyons CO
## 1219 Sixpoint Craft Ales Brooklyn NY
## 996 Pikes Peak Brewing Company Monument CO
## 479 Sixpoint Craft Ales Brooklyn NY
## 634 Upslope Brewing Company Boulder CO
## 901 Deep Ellum Brewing Company Dallas TX
## 578 Burn 'Em Brewing Michigan City IN
## 1448 Tallgrass Brewing Company Manhattan KS
## 1403 21st Amendment Brewery San Francisco CA
## 1132 Finch's Beer Company Chicago IL
## 131 Cans Bar and Canteen Charlotte NC
## 1367 The Black Tooth Brewing Company Sheridan WY
## 1065 Rivertowne Brewing Company Export PA
## 1014 Wild Wolf Brewing Company Nellysford VA
## 740 Burn 'Em Brewing Michigan City IN
## 298 Surly Brewing Company Brooklyn Center MN
## 258 Bonfire Brewing Company Eagle CO
## 79 Blue Owl Brewing Austin TX
## 1206 Horny Goat Brew Pub Milwaukee WI
## 305 Freetail Brewing Company San Antonio TX
## 1382 Carolina Brewery Pittsboro NC
## 696 Slanted Rock Brewing Company Meridian ID
## 307 Schlafly Brewing Company Saint Louis MO
## 902 Tallgrass Brewing Company Manhattan KS
## 1329 Mother Earth Brew Company Vista CA
## 1245 Harpoon Brewery Boston MA
## 561 Triangle Brewing Company Durham NC
## 1337 Third Street Brewhouse Cold Spring MN
## 136 Carton Brewing Company Atlantic Highlands NJ
## 1169 4 Hands Brewing Company Saint Louis MO
## 959 Snake River Brewing Company Jackson WY
## 123 King Street Brewing Company Anchorage AK
## 1258 450 North Brewing Company Columbus IN
## 608 Freetail Brewing Company San Antonio TX
## 495 Golden Road Brewing Los Angeles CA
## 534 Fearless Brewing Company Estacada OR
## 803 Boulevard Brewing Company Kansas City MO
## 1321 Laughing Dog Brewing Company Ponderay ID
## 208 Firestone Walker Brewing Company Paso Robles CA
## 1155 Cigar City Brewing Company Tampa FL
## 854 Amnesia Brewing Company Washougal WA
## 569 Cigar City Brewing Company Tampa FL
## 951 Pollyanna Brewing Company Lemont IL
## 248 Revolution Brewing Paonia CO
## 1389 Big Sky Brewing Company Missoula MT
## 665 Twisted X Brewing Company Dripping Springs TX
## 595 Big Elm Brewing Sheffield MA
## 434 Sly Fox Brewing Company Pottstown PA
## 757 Prescott Brewing Company Prescott AZ
## 760 Austin Beerworks Austin TX
## 1242 Rivertowne Brewing Company Export PA
## 276 Appalachian Mountain Brewery Boone NC
## 169 Perrin Brewing Company Comstock Park MI
## 1095 NoDa Brewing Company Charlotte NC
## 573 West Sixth Brewing Lexington KY
## 864 Boston Beer Company Boston MA
## 1517 Oskar Blues Brewery (North Carol... Brevard NC
## 485 Surly Brewing Company Brooklyn Center MN
## 460 Good People Brewing Company Birmingham AL
## 840 Griffin Claw Brewing Company Birmingham MI
## 60 Petoskey Brewing Petoskey MI
## 449 Worthy Brewing Company Bend OR
## 548 Tin Man Brewing Company Evansville IN
## 1043 Howard Brewing Company Lenoir NC
## 638 Defiance Brewing Company Hays KS
## 319 Keweenaw Brewing Company Houghton MI
## 1140 New Belgium Brewing Company Fort Collins CO
## 145 Central Coast Brewing Company San Luis Obispo CA
## 102 Long Trail Brewing Company Bridgewater Corners VT
## 214 Piney River Brewing Company Bucryus MO
## 390 Dolores River Brewery Dolores CO
## 597 Cigar City Brewing Company Tampa FL
## 160 Cigar City Brewing Company Tampa FL
## 1101 Hops & Grain Brewery Austin TX
## 529 Uinta Brewing Company Salt Lake City UT
## 126 Wynkoop Brewing Company Denver CO
## 262 Mehana Brewing Co. Hilo HI
## 442 Oskar Blues Brewery Longmont CO
## 181 Bonfire Brewing Company Eagle CO
## 976 Oskar Blues Brewery Longmont CO
## 779 Nebraska Brewing Company Papillion NE
## 828 Marshall Wharf Brewing Company Belfast ME
## 868 Sockeye Brewing Company Boise ID
## 163 Natian Brewery Portland OR
## 228 Uinta Brewing Company Salt Lake City UT
## 789 Sun King Brewing Company Indianapolis IN
## 938 Brew Link Brewing Plainfield IN
## 1439 Old Forge Brewing Company Danville PA
## 646 Crow Peak Brewing Company Spearfish SD
## 1289 Sun King Brewing Company Indianapolis IN
## 427 Oskar Blues Brewery Longmont CO
## 1444 Texian Brewing Co. Richmond TX
## 1273 18th Street Brewery Gary IN
## 1472 Martin House Brewing Company Fort Worth TX
## 40 Milwaukee Brewing Company Milwaukee WI
## 877 Oskar Blues Brewery Longmont CO
## 1522 Oskar Blues Brewery Lyons CO
## 806 Frankenmuth Brewery Frankenmuth MI
## 670 Firestone Walker Brewing Company Paso Robles CA
## 1387 Sleeping Lady Brewing Company Anchorage AK
## 838 The Just Beer Project Burlington VT
## 478 Founders Brewing Company Grand Rapids MI
## 1399 Brooklyn Brewery Brooklyn NY
## 1359 Chapman's Brewing Angola IN
## 598 Snake River Brewing Company Jackson WY
## 1166 Indeed Brewing Company Minneapolis MN
## 659 Petoskey Brewing Petoskey MI
## 71 Banner Beer Company Williamsburg MA
## 457 Atwater Brewery Detroit MI
## 891 Three Pints Brewing Martinsville IN
## 1212 Dundee Brewing Company Rochester NY
## 488 La Cumbre Brewing Company Albuquerque NM
## 912 Fremont Brewing Company Seattle WA
## 215 Old Forge Brewing Company Danville PA
## 540 Fargo Brewing Company Fargo ND
## 613 Mikerphone Brewing Chicago IL
## 917 Saint Archer Brewery San Diego CA
## 937 Fremont Brewing Company Seattle WA
## 931 Capital Brewery Middleton WI
## 296 Hop Farm Brewing Company Pittsburgh PA
## 328 Great Crescent Brewery Aurora IN
## 1171 Tallgrass Brewing Company Manhattan KS
## 889 Crooked Fence Brewing Company Garden City ID
## 1108 Marshall Wharf Brewing Company Belfast ME
## 1107 Bitter Root Brewing Hamilton MT
## 250 Southern Prohibition Brewing Com... Hattiesburg MS
## 1433 Eddyline Brewery & Restaurant Buena Vista CO
## 281 Good People Brewing Company Birmingham AL
## 898 Ska Brewing Company Durango CO
## 869 Golden Road Brewing Los Angeles CA
## 687 Hess Brewing Company San Diego CA
## 431 Sixpoint Craft Ales Brooklyn NY
## 1054 Spiteful Brewing Company Chicago IL
## 10 Mammoth Brewing Company Mammoth Lakes CA
## 1414 Denali Brewing Company Talkeetna AK
## 1481 Brewery Vivant Grand Rapids MI
## 1369 Lucky Town Brewing Company Jackson MS
## 585 Lost Nation Brewing East Fairfield VT
## 1036 Stevens Point Brewery Stevens Point WI
## 293 Against The Grain Brewery Louisville KY
## 849 Newburyport Brewing Company Newburyport MA
## 303 Santa Cruz Mountain Brewing Santa Cruz CA
## 1362 Moat Mountain Smoke House & Brew... North Conway NH
## 1386 Temperance Beer Company Evanston IL
## 107 Martin House Brewing Company Fort Worth TX
## 752 Sun King Brewing Company Indianapolis IN
## 543 TailGate Beer San Diego CA
## 775 Midnight Sun Brewing Company Anchorage AK
## 1028 Twin Lakes Brewing Company Greenville DE
## 43 SanTan Brewing Company Chandler AZ
## 189 Four Corners Brewing Company Dallas TX
## 911 Griffin Claw Brewing Company Birmingham MI
## 171 Madtree Brewing Company Cincinnati OH
## 39 Latitude 42 Brewing Company Portage MI
## 810 Upland Brewing Company Bloomington IN
## 216 Hop Valley Brewing Company Springfield OR
## 1315 Round Guys Brewing Lansdale PA
## 58 Bozeman Brewing Company Bozeman MT
## 395 Spiteful Brewing Company Chicago IL
## 1208 Blue Blood Brewing Company Lincoln NE
## 456 Tallgrass Brewing Company Manhattan KS
## 1046 Devil's Backbone Brewing Company Lexington VA
## 1194 Big Sky Brewing Company Missoula MT
## 1515 Fearless Brewing Company Estacada OR
## 588 Baxter Brewing Company Lewiston ME
## 63 Back East Brewing Company Bloomfield CT
## 1345 Mike Hess Brewing Company San Diego CA
## 417 Brewery Vivant Grand Rapids MI
## 1453 Great Divide Brewing Company Denver CO
## 886 Revolution Brewing Paonia CO
## 1094 New Orleans Lager & Ale Brewing ... New Orleans LA
## 59 COOP Ale Works Oklahoma City OK
## 804 New Belgium Brewing Company Fort Collins CO
## 203 Intuition Ale Works Jacksonville FL
## 1251 The Alchemist Waterbury VT
## 1267 Brewery Vivant Grand Rapids MI
## 413 Upslope Brewing Company Boulder CO
## 577 Revolution Brewing Company Chicago IL
## 542 Lost Rhino Brewing Company Ashburn VA
## 476 Bare Hands Brewery Granger IN
## 940 Blue Mountain Brewery Afton VA
## 979 Indeed Brewing Company Minneapolis MN
## 522 Sun King Brewing Company Indianapolis IN
## 405 Sockeye Brewing Company Boise ID
## 716 Warped Wing Brewing Company Dayton OH
## 607 Big River Brewing Company Chattanooga TN
## 801 Harpoon Brewery Boston MA
## 501 Bonfire Brewing Company Eagle CO
## 429 Martin House Brewing Company Fort Worth TX
## 778 Laughing Dog Brewing Company Ponderay ID
## 982 The Bronx Brewery Bronx NY
## 205 Coastal Empire Beer Company Savannah GA
## 1128 Narragansett Brewing Company Providence RI
## 1234 Two Brothers Brewing Company Warrenville IL
## 471 Beer Works Brewery Lowell MA
## 66 Big Storm Brewing Company Odessa FL
## 88 Brewery Terra Firma Traverse City MI
## 601 Renegade Brewing Company Denver CO
## 309 COAST Brewing Company Charleston SC
## 142 Real Ale Brewing Company Blanco TX
## 294 Blue Blood Brewing Company Lincoln NE
## 715 Dirty Bucket Brewing Company Woodinville WA
## 1184 Two Beers Brewing Company Seattle WA
## 116 River North Brewery Denver CO
## 929 Kettle House Brewing Company Missoula MT
## 993 Burn 'Em Brewing Michigan City IN
## 480 Sun King Brewing Company Indianapolis IN
## 1039 Odyssey Beerwerks Arvada CO
## 486 Starr Hill Brewery Crozet VA
## 254 Revolution Brewing Paonia CO
## 725 Seabright Brewery Santa Cruz CA
## 1380 Bonfire Brewing Company Eagle CO
## 1202 Hopworks Urban Brewery Portland OR
## 1131 Goose Island Brewing Company Chicago IL
## 627 Shipyard Brewing Company Portland ME
## 194 Tin Roof Brewing Company Baton Rouge LA
## 742 Avery Brewing Company Boulder CO
## 962 18th Street Brewery Gary IN
## 1502 Odyssey Beerwerks Arvada CO
## 894 Uinta Brewing Company Salt Lake City UT
## 365 The Alchemist Waterbury VT
## 421 Mission Brewery San Diego CA
## 823 Spiteful Brewing Company Chicago IL
## 1179 Pete's Brewing Company San Antonio TX
## 1190 Maui Brewing Company Lahaina HI
## 207 Barrio Brewing Company Tucson AZ
## 1129 Great Divide Brewing Company Denver CO
## 587 Oskar Blues Brewery Longmont CO
## 280 Keweenaw Brewing Company Houghton MI
## 972 Eddyline Brewery & Restaurant Buena Vista CO
## 440 Oskar Blues Brewery Lyons CO
## 389 Joseph James Brewing Company Henderson NV
## 499 Great Divide Brewing Company Denver CO
## 991 Oskar Blues Brewery Lyons CO
## 251 Crow Peak Brewing Company Spearfish SD
## 1255 Brewery Vivant Grand Rapids MI
## 1392 Matt Brewing Company Utica NY
## 463 Destihl Brewery Bloomington IL
## 1274 Brewery Vivant Grand Rapids MI
## 100 Spiteful Brewing Company Chicago IL
## 919 Keweenaw Brewing Company Houghton MI
## 1397 D.L. Geary Brewing Company Portland ME
## 141 Surly Brewing Company Brooklyn Center MN
## 924 Pine Street Brewery San Francisco CA
## 379 Sockeye Brewing Company Boise ID
## 1060 Perrin Brewing Company Comstock Park MI
## 626 Against The Grain Brewery Louisville KY
## 1456 Avery Brewing Company Boulder CO
## 1379 Long Trail Brewing Company Bridgewater Corners VT
## 708 Westbrook Brewing Company Mt. Pleasant SC
## 1110 Blue Owl Brewing Austin TX
## 138 Devil's Canyon Brewery Belmont CA
## 344 Big Sky Brewing Company Missoula MT
## 1235 Hopworks Urban Brewery Portland OR
## 681 Eddyline Brewery & Restaurant Buena Vista CO
## 461 Four Corners Brewing Company Dallas TX
## 727 Worthy Brewing Company Bend OR
## 1490 Martin House Brewing Company Fort Worth TX
## 1483 TailGate Beer San Diego CA
## 1503 Sun King Brewing Company Indianapolis IN
## 700 Cisco Brewers Nantucket MA
## 1467 Black Shirt Brewing Company Denver CO
## 1473 Brewery Vivant Grand Rapids MI
## 371 Fiddlehead Brewing Company Shelburne VT
## 380 Natian Brewery Portland OR
## 97 New Belgium Brewing Company Fort Collins CO
## 49 Maui Brewing Company Lahaina HI
## 754 Uinta Brewing Company Salt Lake City UT
## 815 Hale's Ales Seattle WA
## 475 New Belgium Brewing Company Fort Collins CO
## 174 Cutters Brewing Company Avon IN
## 1440 O'Fallon Brewery O'Fallon MO
## 183 Stevens Point Brewery Stevens Point WI
## 347 Midnight Sun Brewing Company Anchorage AK
## 1098 18th Street Brewery Gary IN
## 1530 Mike Hess Brewing Company San Diego CA
## 1299 Fort George Brewery Astoria OR
## 118 Caldera Brewing Company Ashland OR
## 1309 Brewery Vivant Grand Rapids MI
## 357 Wild Onion Brewing Company Lake Barrington IL
## 155 4 Hands Brewing Company Saint Louis MO
## 1229 Big Choice Brewing Broomfield CO
## 61 Brewery Vivant Grand Rapids MI
## 1500 Sun King Brewing Company Indianapolis IN
## 1365 Seventh Son Brewing Company Columbus OH
## 1203 Hopworks Urban Brewery Portland OR
## 1100 Grapevine Craft Brewery Farmers Branch TX
## 1111 Payette Brewing Company Garden City ID
## 335 Red Hare Brewing Company Marietta GA
## 1000 Marshall Wharf Brewing Company Belfast ME
## 1188 Brew Bus Brewing Tampa FL
## 13 Fearless Brewing Company Estacada OR
## 637 Sly Fox Brewing Company Phoenixville PA
## 1024 Westbrook Brewing Company Mt. Pleasant SC
## 526 Big Wood Brewery Vadnais Heights MN
## 41 Core Brewing & Distilling Company Springdale AR
## 1364 Jackie O's Pub & Brewery Athens OH
## 545 Cutters Brewing Company Avon IN
## 772 Due South Brewing Company Boynton Beach FL
## 334 Telluride Brewing Company Telluride CO
## 1119 Evil Twin Brewing Brooklyn NY
## 269 James Page Brewing Company Stevens Point WI
## 731 Worthy Brewing Company Bend OR
## 746 Rivertowne Brewing Company Export PA
## 755 Oskar Blues Brewery Longmont CO
## 1003 Alameda Brewing Portland OR
## 1356 Cigar City Brewing Company Tampa FL
## 53 Mogollon Brewing Company Flagstaff AZ
## 367 18th Street Brewery Gary IN
## 875 Renegade Brewing Company Denver CO
## 420 Central Coast Brewing Company San Luis Obispo CA
## 54 Rivertowne Brewing Company Export PA
## 689 Great Divide Brewing Company Denver CO
## 782 Modern Times Beer San Diego CA
## 1232 Seventh Son Brewing Company Columbus OH
## 831 Notch Brewing Company Ipswich MA
## 768 Moab Brewery Moab UT
## 1265 Brewery Vivant Grand Rapids MI
## 1207 Old Forge Brewing Company Danville PA
## 191 Crooked Fence Brewing Company Garden City ID
## 843 Breckenridge Brewery Denver CO
## 771 Mission Brewery San Diego CA
## 694 Denver Beer Company Denver CO
## 1233 Sockeye Brewing Company Boise ID
## 170 Fort George Brewery Astoria OR
## 530 Ballast Point Brewing Company San Diego CA
## 67 Aslan Brewing Company Bellingham WA
## 34 The Right Brain Brewery Traverse City MI
## 504 Lewis and Clark Brewing Company Helena MT
## 562 Hop Valley Brewing Company Springfield OR
## 1482 Deep Ellum Brewing Company Dallas TX
## 166 Crabtree Brewing Company Greeley CO
## 1281 Brewery Vivant Grand Rapids MI
## 936 Utah Brewers Cooperative Salt Lake City UT
## 350 Piney River Brewing Company Bucryus MO
## 1151 SanTan Brewing Company Chandler AZ
## 1055 Dolores River Brewery Dolores CO
## 547 Lost Nation Brewing East Fairfield VT
## 724 Sixpoint Craft Ales Brooklyn NY
## 508 Milwaukee Brewing Company Milwaukee WI
## 491 Hopworks Urban Brewery Portland OR
## 308 Old Forge Brewing Company Danville PA
## 615 Alltech's Lexington Brewing Company Lexington KY
## 580 Rhinegeist Brewery Cincinnati OH
## 1469 Wiseacre Brewing Company Memphis TN
## 1372 Great Crescent Brewery Aurora IN
## 11 Buckbean Brewing Company Reno NV
## 711 Bonfire Brewing Company Eagle CO
## 19 New England Brewing Company Woodbridge CT
## 730 The Alchemist Waterbury VT
## 617 Bent Paddle Brewing Company Duluth MN
## 784 Upland Brewing Company Bloomington IN
## 920 Third Street Brewhouse Cold Spring MN
## 235 Montauk Brewing Company Montauk NY
## 793 Big Sky Brewing Company Missoula MT
## 669 Upstate Brewing Company Elmira NY
## 487 21st Amendment Brewery San Francisco CA
## 956 Odyssey Beerwerks Arvada CO
## 1144 Pug Ryan's Brewery Dillon CO
## 346 Miami Brewing Company Miami FL
## 895 Fremont Brewing Company Seattle WA
## 199 Keweenaw Brewing Company Houghton MI
## 165 Sanitas Brewing Company Boulder CO
## 1452 Karbach Brewing Company Houston TX
## 865 King Street Brewing Company Anchorage AK
## 614 Flat 12 Bierwerks Indianapolis IN
## 1216 Four String Brewing Company Columbus OH
## 916 Sockeye Brewing Company Boise ID
## 930 Karbach Brewing Company Houston TX
## 618 KelSo Beer Company Brooklyn NY
## 535 Golden Road Brewing Los Angeles CA
## 1025 Beer Works Brewery Lowell MA
## 609 Palisade Brewing Company Palisade CO
## 241 Real Ale Brewing Company Blanco TX
## 980 Back Forty Beer Company Gadsden AL
## 563 Amnesia Brewing Company Washougal WA
## 1008 Mikerphone Brewing Chicago IL
## 1269 Mikerphone Brewing Chicago IL
## 853 450 North Brewing Company Columbus IN
## 1295 Brewery Vivant Grand Rapids MI
## 1162 Kirkwood Station Brewing Company Kirkwood MO
## 348 Manzanita Brewing Company Santee CA
## 998 Chapman's Brewing Angola IN
## 893 Boulder Beer Company Boulder CO
## 201 Southern Star Brewing Company Conroe TX
## 127 Devil's Canyon Brewery Belmont CA
## 1437 Eddyline Brewery & Restaurant Buena Vista CO
## 576 Pizza Port Brewing Company Carlsbad CA
## 25 Baxter Brewing Company Lewiston ME
## 633 Fort George Brewery Astoria OR
## 822 Cigar City Brewing Company Tampa FL
## 1443 Milwaukee Brewing Company Milwaukee WI
## 786 Redhook Brewery Woodinville WA
## 1099 Oskar Blues Brewery Longmont CO
## 830 Catawba Brewing Company Morganton NC
## 926 Dick's Brewing Company Centralia WA
## 570 Ska Brewing Company Durango CO
## 135 Austin Beerworks Austin TX
## 1137 Blue Owl Brewing Austin TX
## 788 NoDa Brewing Company Charlotte NC
## 1334 Catawba Brewing Company Morganton NC
## 790 Oskar Blues Brewery Longmont CO
## 224 COOP Ale Works Oklahoma City OK
## 698 COOP Ale Works Oklahoma City OK
## 206 Bitter Root Brewing Hamilton MT
## 647 Two Beers Brewing Company Seattle WA
## 589 Hop Farm Brewing Company Pittsburgh PA
## 1454 Brewery Vivant Grand Rapids MI
## 833 Bolero Snort Brewery Ridgefield Park NJ
## 1215 Grapevine Craft Brewery Farmers Branch TX
## 1084 Oskar Blues Brewery Longmont CO
## 286 Avery Brewing Company Boulder CO
## 1471 Golden Road Brewing Los Angeles CA
## 1494 Orpheus Brewing Atlanta GA
## 1120 Great River Brewery Davenport IA
## 668 Anchor Brewing Company San Francisco CA
## 1217 Narragansett Brewing Company Providence RI
## 237 Lucette Brewing Company Menominie WI
## 600 Wachusett Brewing Company Westminster MA
## 625 Everybody's Brewing White Salmon WA
## 399 Cedar Creek Brewery Seven Points TX
## 922 Crazy Mountain Brewing Company Edwards CO
## 674 SweetWater Brewing Company Atlanta GA
## 321 Surly Brewing Company Brooklyn Center MN
## 284 Two Beers Brewing Company Seattle WA
## 1139 Schlafly Brewing Company Saint Louis MO
## 382 Madtree Brewing Company Cincinnati OH
## 462 Kettle House Brewing Company Missoula MT
## 128 Madtree Brewing Company Cincinnati OH
## 161 Round Guys Brewing Lansdale PA
## 1075 Green Room Brewing Jacksonville FL
## 1199 Goose Island Brewing Company Chicago IL
## 1244 Utah Brewers Cooperative Salt Lake City UT
## 807 Wiseacre Brewing Company Memphis TN
## 477 7 Seas Brewing Company Gig Harbor WA
## 222 Renegade Brewing Company Denver CO
## 352 Two Brothers Brewing Company Warrenville IL
## 1497 Kettle House Brewing Company Missoula MT
## 1470 South Austin Brewery South Austin TX
## 361 Spiteful Brewing Company Chicago IL
## 1102 MacTarnahans Brewing Company Portland OR
## 811 White Birch Brewing Hooksett NH
## 1407 MillKing It Productions Royal Oak MI
## 331 Hawai'i Nui Brewing Co. Hilo HI
## 204 Grey Sail Brewing of Rhode Island Westerly RI
## 57 Dock Street Brewery Philadelphia PA
## 1012 The Right Brain Brewery Traverse City MI
## 866 Tractor Brewing Company Albuquerque NM
## 541 Broken Tooth Brewing Company Anchorage AK
## 1333 Anderson Valley Brewing Company Boonville CA
## 279 Texian Brewing Co. Richmond TX
## 677 James Page Brewing Company Stevens Point WI
## 132 Dry Dock Brewing Company Aurora CO
## 263 Matt Brewing Company Utica NY
## 973 Crazy Mountain Brewing Company Edwards CO
## 703 Geneva Lake Brewing Company Lake Geneva WI
## 841 Seven Brides Brewery Silverton OR
## 741 Caldera Brewing Company Ashland OR
## 630 People's Brewing Company Lafayette IN
## 704 Deep Ellum Brewing Company Dallas TX
## 223 Southern Star Brewing Company Conroe TX
## 354 Krebs Brewing Company (Pete's Pl... Krebs OK
## 1450 Santa Fe Brewing Company Santa Fe NM
## 23 Liquid Hero Brewery York PA
## 1339 Infamous Brewing Company Austin TX
## 1400 Brooklyn Brewery Brooklyn NY
## 1332 Grey Sail Brewing of Rhode Island Westerly RI
## 688 Rivertowne Brewing Company Export PA
## 1487 Hilliard's Beer Seattle WA
## 953 Oskar Blues Brewery Longmont CO
## 383 Tin Man Brewing Company Evansville IN
## 1524 Lewis and Clark Brewing Company Helena MT
## 946 Goodlife Brewing Co. Bend OR
## 292 Coastal Empire Beer Company Savannah GA
## 469 Fate Brewing Company Boulder CO
## 1476 Brewery Vivant Grand Rapids MI
## 366 New England Brewing Company Woodbridge CT
## 1264 Brewery Vivant Grand Rapids MI
## 533 Old Forge Brewing Company Danville PA
## 396 Destihl Brewery Bloomington IL
## 124 Slanted Rock Brewing Company Meridian ID
## 91 Cape Cod Beer Hyannis MA
## 259 New Orleans Lager & Ale Brewing ... New Orleans LA
## 1457 Okoboji Brewing Company Spirit Lake IA
## 1303 Quest Brewing Company Greenville SC
## 848 Santa Fe Brewing Company Santa Fe NM
## 1351 The Dudes' Brewing Company Torrance CA
## 1064 Ozark Beer Company Rogers AR
## 1170 Anchor Brewing Company San Francisco CA
## 17 Cigar City Brewing Company Tampa FL
## 1373 New Orleans Lager & Ale Brewing ... New Orleans LA
## 870 Wachusett Brewing Company Westminster MA
## 306 Catawba Valley Brewing Company Morganton NC
## 1009 Oskar Blues Brewery Longmont CO
## 1340 Narragansett Brewing Company Providence RI
## 1384 Brooklyn Brewery Brooklyn NY
## 464 People's Brewing Company Lafayette IN
## 1073 Oskar Blues Brewery Longmont CO
## 234 Three Creeks Brewing Sisters OR
## 544 The Black Tooth Brewing Company Sheridan WY
## 928 Modern Times Beer San Diego CA
## 1371 Boxcar Brewing Company West Chester PA
## 927 Hale's Ales Seattle WA
## 939 Mavericks Beer Company Half Moon Bay CA
## 441 Sixpoint Craft Ales Brooklyn NY
## 343 Blackrocks Brewery Marquette MI
## 1042 Boulder Beer Company Boulder CO
## 304 Tallgrass Brewing Company Manhattan KS
## 737 Red Hare Brewing Company Marietta GA
## 226 Half Acre Beer Company Chicago IL
## 311 Macon Beer Company Macon GA
## 680 South Austin Brewery South Austin TX
## 1147 Aviator Brewing Company Fuquay-Varina NC
## 1112 Spiteful Brewing Company Chicago IL
## 524 21st Amendment Brewery San Francisco CA
## 1404 450 North Brewing Company Columbus IN
## 1488 18th Street Brewery Gary IN
## 967 Fort George Brewery Astoria OR
## 278 Carolina Beer & Beverage Mooresville NC
## 733 Northwest Brewing Company Pacific WA
## 1347 Right Brain Brewery Traverse City MI
## 1314 Oskar Blues Brewery Longmont CO
## 275 Manzanita Brewing Company Santee CA
## 86 Pikes Peak Brewing Company Monument CO
## 762 Manzanita Brewing Company Santee CA
## 1427 Cape Ann Brewing Company Gloucester MA
## 1017 Fat Head's Brewery Middleburg Heights OH
## 385 Oskar Blues Brewery Longmont CO
## 776 Carton Brewing Company Atlantic Highlands NJ
## 622 Wachusett Brewing Company Westminster MA
## 1149 Hopworks Urban Brewery Portland OR
## 402 Alameda Brewing Portland OR
## 1159 Hopworks Urban Brewery Portland OR
## 554 Redhook Brewery Woodinville WA
## 1390 Sherwood Forest Brewers Marlborough MA
## 1459 Mikerphone Brewing Chicago IL
## 272 Hilliard's Beer Seattle WA
## 32 West Sixth Brewing Lexington KY
## 1027 Moat Mountain Smoke House & Brew... North Conway NH
## 1275 Buckbean Brewing Company Reno NV
## 516 Big Bend Brewing Company Alpine TX
## 606 Founders Brewing Company Grand Rapids MI
## 103 Hopworks Urban Brewery Portland OR
## 525 Golden Road Brewing Los Angeles CA
## 655 Hopworks Urban Brewery Portland OR
## 373 Carton Brewing Company Atlantic Highlands NJ
## 1519 Cutters Brewing Company Avon IN
## 1180 Big Sky Brewing Company Missoula MT
## 964 Grey Sail Brewing of Rhode Island Westerly RI
## 341 Madtree Brewing Company Cincinnati OH
## 1007 Oskar Blues Brewery Lyons CO
## 792 Anderson Valley Brewing Company Boonville CA
## 765 Pisgah Brewing Company Black Mountain NC
## 177 Sockeye Brewing Company Boise ID
## 876 18th Street Brewery Gary IN
## 1145 Shipyard Brewing Company Portland ME
## 523 Butternuts Beer and Ale Garrattsville NY
## 955 Stevens Point Brewery Stevens Point WI
## 1401 Defiance Brewing Company Hays KS
## 1342 Hardywood Park Craft Brewery Richmond VA
## 1394 7 Seas Brewing Company Gig Harbor WA
## 913 Flesk Brewing Company Lombard IL
## 1213 Morgan Street Brewery Saint Louis MO
## 1048 Oasis Texas Brewing Company Austin TX
## 906 Mother Earth Brewing Company Kinston NC
## 1087 Steamworks Brewing Company Durango CO
## 1222 Big Sky Brewing Company Missoula MT
## 489 Eddyline Brewery & Restaurant Buena Vista CO
## 1183 Pete's Brewing Company San Antonio TX
## 511 Surly Brewing Company Brooklyn Center MN
## 515 Southern Oregon Brewing Company Medford OR
## 353 Thunderhead Brewing Company Kearney NE
## 122 Caldera Brewing Company Ashland OR
## 1072 Caldera Brewing Company Ashland OR
## 897 SanTan Brewing Company Chandler AZ
## 1052 Caldera Brewing Company Ashland OR
## 48 Rhinegeist Brewery Cincinnati OH
## 1040 Rising Tide Brewing Company Portland ME
## 1237 Oskar Blues Brewery Longmont CO
## 519 Fort George Brewery Astoria OR
## 780 Goose Island Brewery Company Chicago IL
## 851 Great Divide Brewing Company Denver CO
## 1393 Wachusett Brewing Company Westminster MA
## 1231 Hop Valley Brewing Company Springfield OR
## 1485 Brewery Vivant Grand Rapids MI
## 1298 Brewery Vivant Grand Rapids MI
## 648 Three Creeks Brewing Sisters OR
## 339 Big Sky Brewing Company Missoula MT
## 406 Mikerphone Brewing Chicago IL
## 686 Telluride Brewing Company Telluride CO
## 994 21st Amendment Brewery San Francisco CA
## 549 Golden Road Brewing Los Angeles CA
## 1138 Bell's Brewery Kalamazoo MI
## 474 Speakasy Ales & Lagers San Francisco CA
## 667 Kirkwood Station Brewing Company Kirkwood MO
## 691 Intuition Ale Works Jacksonville FL
## 1228 Hopworks Urban Brewery Portland OR
## 27 Centennial Beer Company Edwards CO
## 1432 Anderson Valley Brewing Company Boonville CA
## 943 Oskar Blues Brewery (North Carol... Brevard NC
## 1176 Stevens Point Brewery Stevens Point WI
## 989 Grey Sail Brewing of Rhode Island Westerly RI
## 1302 DC Brau Brewing Company Washington DC
## 1097 Great Raft Brewing Company Shreveport LA
## 672 Lavery Brewing Company Erie PA
## 925 Snake River Brewing Company Jackson WY
## 1223 Baxter Brewing Company Lewiston ME
## 289 Wild Onion Brewing Company Lake Barrington IL
## 1045 Northwest Brewing Company Pacific WA
## 809 Golden Road Brewing Los Angeles CA
## 1501 Bonfire Brewing Company Eagle CO
## 1011 Caldera Brewing Company Ashland OR
## 999 Cigar City Brewing Company Tampa FL
## 1150 Capital Brewery Middleton WI
## 986 Terrapin Brewing Company Athens GA
## 1197 Stevens Point Brewery Stevens Point WI
## 664 Three Notch'd Brewing Company Charlottesville VA
## 1257 Brewery Vivant Grand Rapids MI
## 372 New Orleans Lager & Ale Brewing ... New Orleans LA
## 1163 Manayunk Brewing Company Philadelphia PA
## 1514 Oskar Blues Brewery Lyons CO
## 835 Madtree Brewing Company Cincinnati OH
## 1211 Third Street Brewhouse Cold Spring MN
## 260 Hawai'i Nui Brewing Co. Hilo HI
## 437 DC Brau Brewing Company Washington DC
## 1527 Kenai River Brewing Company Soldotna AK
## 1338 Swamp Head Brewery Gainesville FL
## 482 Golden Road Brewing Los Angeles CA
## 1123 The Dudes' Brewing Company Torrance CA
## 153 Ruhstaller Beer Company Sacramento CA
## 537 4 Hands Brewing Company Saint Louis MO
## 82 Rogue Ales Newport OR
## 1053 COAST Brewing Company Charleston SC
## 283 Sixpoint Craft Ales Brooklyn NY
## 1058 Epic Brewing Denver CO
## 1355 Round Guys Brewing Lansdale PA
## 1243 Upslope Brewing Company Boulder CO
## 1041 Amnesia Brewing Company Washougal WA
## 984 Baxter Brewing Company Lewiston ME
## 119 Keweenaw Brewing Company Houghton MI
## 1167 Mustang Brewing Company Mustang OK
## 904 Wynkoop Brewing Company Denver CO
## 518 Devil's Canyon Brewery Belmont CA
## 624 Asher Brewing Company Boulder CO
## 1383 Half Acre Beer Company Chicago IL
## 64 Lewis and Clark Brewing Company Helena MT
## 968 Caldera Brewing Company Ashland OR
## 1518 Oskar Blues Brewery Longmont CO
## 1047 Hardywood Park Craft Brewery Richmond VA
## 1261 Oskar Blues Brewery Longmont CO
## 244 Great Crescent Brewery Aurora IN
## 536 Mikkeller Pottstown PA
## 1062 Big Wood Brewery Vadnais Heights MN
## 799 Northampton Brewery Northamtpon MA
## 1001 Greenbrier Valley Brewing Company Lewisburg WV
## 1214 Hopworks Urban Brewery Portland OR
## 1266 Headlands Brewing Company Mill Valley CA
## 564 Seventh Son Brewing Company Columbus OH
## 1221 Pete's Brewing Company San Antonio TX
## 997 Spiteful Brewing Company Chicago IL
## 1398 Cisco Brewers Nantucket MA
## 1185 Breckenridge Brewery Denver CO
## 436 TailGate Beer San Diego CA
## 453 Fiddlehead Brewing Company Shelburne VT
## 1057 Birdsong Brewing Company Charlotte NC
## 1038 Utah Brewers Cooperative Salt Lake City UT
## 225 3 Daughters Brewing St Petersburg FL
## 1089 Wild Onion Brewing Company Lake Barrington IL
## 1122 Angry Minnow Brewing Company Hayward WI
## 1429 Wachusett Brewing Company Westminster MA
## 602 Brewery Vivant Grand Rapids MI
## 1381 Texian Brewing Co. Richmond TX
## 566 Cigar City Brewing Company Tampa FL
## 844 Cigar City Brewing Company Tampa FL
## 860 Hardywood Park Craft Brewery Richmond VA
## 369 Martin House Brewing Company Fort Worth TX
## 297 Upslope Brewing Company Boulder CO
## 808 Thunderhead Brewing Company Kearney NE
## 35 Warbird Brewing Company Fort Wayne IN
## 192 Saugatuck Brewing Company Douglas MI
## 914 Burn 'Em Brewing Michigan City IN
## 699 4 Hands Brewing Company Saint Louis MO
## 1411 Brew Bus Brewing Tampa FL
## 324 Tallgrass Brewing Company Manhattan KS
## 1083 Monkey Paw Pub & Brewery San Diego CA
## 777 Jackie O's Pub & Brewery Athens OH
## 603 Grand Canyon Brewing Company Williams AZ
## 1402 Big Sky Brewing Company Missoula MT
## 673 Against the Grain Brewery Louisville KY
## 852 Mammoth Brewing Company Mammoth Lakes CA
## 858 Frog Level Brewing Company Waynesville NC
## 1463 18th Street Brewery Gary IN
## 697 Jailbreak Brewing Company Laurel MD
## 1363 Against the Grain Brewery Louisville KY
## 114 Pipeworks Brewing Company Chicago IL
## 448 Big Choice Brewing Broomfield CO
## 941 Airways Brewing Company Kent WA
## 473 Denali Brewing Company Talkeetna AK
## 812 Midnight Sun Brewing Company Anchorage AK
## 987 Mission Brewery San Diego CA
## 1172 Modern Times Beer San Diego CA
## 910 Boulder Beer Company Boulder CO
## 1088 Broken Tooth Brewing Company Anchorage AK
## 1350 Grapevine Craft Brewery Farmers Branch TX
## 1408 Spiteful Brewing Company Chicago IL
## 653 Four Peaks Brewing Company Tempe AZ
## 1186 Blackrocks Brewery Marquette MI
## 702 The Dudes' Brewing Company Torrance CA
## 798 Phoenix Ale Brewery Phoenix AZ
## 1504 Devil's Canyon Brewery Belmont CA
## 635 Bonfire Brewing Company Eagle CO
## 583 Round Guys Brewing Lansdale PA
## 217 Natian Brewery Portland OR
## 1086 Boxcar Brewing Company West Chester PA
## 162 Indeed Brewing Company Minneapolis MN
## 318 Stevens Point Brewery Stevens Point WI
## 425 Santa Cruz Mountain Brewing Santa Cruz CA
## 65 Black Shirt Brewing Company Denver CO
## 880 Half Full Brewery Stamford CT
## 1246 Utah Brewers Cooperative Salt Lake City UT
## 493 New Belgium Brewing Company Fort Collins CO
## 377 Karbach Brewing Company Houston TX
## 1279 Sun King Brewing Company Indianapolis IN
## 971 Oskar Blues Brewery Longmont CO
## 969 Pateros Creek Brewing Company Fort Collins CO
## 874 Two Brothers Brewing Company Warrenville IL
## 125 Brewery Vivant Grand Rapids MI
## 1205 Pug Ryan's Brewery Dillon CO
## 1241 Two Roads Brewing Company Stratford CT
## 333 Silverton Brewery Silverton CO
## 1461 Hop Farm Brewing Company Pittsburgh PA
## 338 Burn 'Em Brewing Michigan City IN
## 531 Claremont Craft Ales Claremont CA
## 1521 Catawba Island Brewing Port Clinton OH
## 1252 Upslope Brewing Company Boulder CO
## 137 Finch's Beer Company Chicago IL
## 1230 Sixpoint Craft Ales Brooklyn NY
## 95 Tröegs Brewing Company Hershey PA
## 1301 Upslope Brewing Company Boulder CO
## 1198 Boston Beer Company Boston MA
## 855 Red Shedman Farm Brewery and Hop... Mt. Airy MD
## 652 Cape Ann Brewing Company Gloucester MA
## 465 Silverton Brewery Silverton CO
## 467 New England Brewing Company Woodbridge CT
## 965 Goose Island Brewing Company Chicago IL
## 1240 Four String Brewing Company Columbus OH
## 202 Wild Onion Brewing Company Lake Barrington IL
## 1377 North Country Brewing Company Slippery Rock PA
## 1157 Pete's Brewing Company San Antonio TX
## 1496 Sun King Brewing Company Indianapolis IN
## 176 King Street Brewing Company Anchorage AK
## 1378 Spilker Ales Cortland NE
## 368 New England Brewing Company Woodbridge CT
## 273 Miami Brewing Company Miami FL
## 459 Fiddlehead Brewing Company Shelburne VT
## 1160 Stevens Point Brewery Stevens Point WI
## 245 Great Crescent Brewery Aurora IN
## 253 Back East Brewing Company Bloomfield CT
## 800 Cedar Creek Brewery Seven Points TX
## 1423 Wynkoop Brewing Company Denver CO
## 832 Sierra Nevada Brewing Company Chico CA
## 1016 Blue Mountain Brewery Afton VA
## 1293 Anthem Brewing Company Oklahoma City OK
## 83 3 Daughters Brewing St Petersburg FL
## 751 Schlafly Brewing Company Saint Louis MO
## 466 Iron Hill Brewery & Restaurant Wilmington DE
## 1352 Oskar Blues Brewery Longmont CO
## 695 Forgotten Boardwalk Cherry Hill NJ
## 1200 Peak Organic Brewing Company Portland ME
## 785 New England Brewing Company Woodbridge CT
## 867 Mehana Brewing Co. Hilo HI
## 94 Broken Tooth Brewing Company Anchorage AK
## 520 Sockeye Brewing Company Boise ID
## 546 Mudshark Brewing Company Lake Havasu City AZ
## 387 Southern Star Brewing Company Conroe TX
## 55 Weston Brewing Company Weston MO
## 945 DC Brau Brewing Company Washington DC
## 907 Pete's Brewing Company San Antonio TX
## 718 Half Acre Beer Company Chicago IL
## 6 New Belgium Brewing Company Fort Collins CO
## 572 Blackrocks Brewery Marquette MI
## 1441 Cisco Brewers Nantucket MA
## 1486 Armadillo Ale Works Denton TX
## 1063 Butcher's Brewing Carlsbad CA
## 182 Blue Point Brewing Company Patchogue NY
## 723 Matt Brewing Company Utica NY
## 666 Great Crescent Brewery Aurora IN
## 261 Stone Coast Brewing Company Portland ME
## 454 Mike Hess Brewing Company San Diego CA
## 1105 Oskar Blues Brewery (North Carol... Brevard NC
## 1505 Oskar Blues Brewery Longmont CO
## 735 Good People Brewing Company Birmingham AL
## 451 Beach Brewing Company Virginia Beach VA
## 510 Sly Fox Brewing Company Pottstown PA
## 109 Tractor Brewing Company Albuquerque NM
## 1435 Sixpoint Craft Ales Brooklyn NY
## 312 Payette Brewing Company Garden City ID
## 1177 Sockeye Brewing Company Boise ID
## 407 Monkey Paw Pub & Brewery San Diego CA
## 424 7 Seas Brewing Company Gig Harbor WA
## 908 Okoboji Brewing Company Spirit Lake IA
## 565 Confluence Brewing Company Des Moines IA
## 452 Southern Star Brewing Company Conroe TX
## 1413 Pateros Creek Brewing Company Fort Collins CO
## 539 Voodoo Brewery Meadville PA
## 1410 Tin Man Brewing Company Evansville IN
## 340 Witch's Hat Brewing Company South Lyon MI
## 770 450 North Brewing Company Columbus IN
## 1263 Brewery Vivant Grand Rapids MI
## 1013 Berkshire Brewing Company South Deerfield MA
## 834 Aslan Brewing Company Bellingham WA
## 825 Hops & Grain Brewery Austin TX
## 187 Big Bend Brewing Company Alpine TX
## 1322 Heavy Seas Beer Halethorpe MD
## 970 Sly Fox Brewing Company Pottstown PA
## 759 Perrin Brewing Company Comstock Park MI
## 388 Blue Blood Brewing Company Lincoln NE
## 45 Jackie O's Pub & Brewery Athens OH
## 1297 Wild Wolf Brewing Company Nellysford VA
## 1091 Otter Creek Brewing Waterbury VT
## 438 Grey Sail Brewing Company Westerly RI
## 1276 Brewery Vivant Grand Rapids MI
## 1116 Hawai'i Nui Brewing Co. Hilo HI
## 295 Lonerider Brewing Company Raleigh NC
## 679 Ballast Point Brewing Company San Diego CA
## 721 O'Fallon Brewery O'Fallon MO
## 682 Hop Valley Brewing Company Springfield OR
## 164 Bent Paddle Brewing Company Duluth MN
## 412 COAST Brewing Company Charleston SC
## 386 Two Roads Brewing Company Stratford CT
## 288 Big Sky Brewing Company Missoula MT
## 96 Anderson Valley Brewing Company Boonville CA
## 769 Uinta Brewing Company Salt Lake City UT
## 1059 Caldera Brewing Company Ashland OR
## 81 Modern Times Beer San Diego CA
## 1349 Newburgh Brewing Company Newburgh NY
## 862 Twisted Pine Brewing Company Boulder CO
## 514 Fremont Brewing Company Seattle WA
## 1479 Southern Star Brewing Company Conroe TX
## 111 Seventh Son Brewing Company Columbus OH
## 1325 Weston Brewing Company Weston MO
## 714 Caldera Brewing Company Ashland OR
## 590 Big Muddy Brewing Murphysboro IL
## 458 Fearless Brewing Company Estacada OR
## 796 Glabrous Brewing Company Pineland ME
## 1455 Round Guys Brewing Lansdale PA
## 152 Ruhstaller Beer Company Sacramento CA
## 414 Oskar Blues Brewery Longmont CO
## 435 Oskar Blues Brewery Longmont CO
## 1328 Anderson Valley Brewing Company Boonville CA
## 30 Milwaukee Brewing Company Milwaukee WI
## 1285 Brewery Vivant Grand Rapids MI
## 816 Hop Valley Brewing Company Springfield OR
## 657 Cigar City Brewing Company Tampa FL
## 1460 Maui Brewing Company Lahaina HI
## 313 Third Street Brewhouse Cold Spring MN
## 1489 Southern Star Brewing Company Conroe TX
## 881 Cheboygan Brewing Company Cheboygan MI
## 693 Rivertown Brewing Company Lockland OH
## 1312 450 North Brewing Company Columbus IN
## 639 Lavery Brewing Company Erie PA
## 1192 Harpoon Brewery Boston MA
## 1080 Fargo Brewing Company Fargo ND
## 1196 Baxter Brewing Company Lewiston ME
## 1498 Sun King Brewing Company Indianapolis IN
## 1085 SweetWater Brewing Company Atlanta GA
## 455 Renegade Brewing Company Denver CO
## 963 Modern Monks Brewery Lincoln NE
## 861 Manayunk Brewing Company Philadelphia PA
## 1513 Four Peaks Brewing Company Tempe AZ
## 384 Oskar Blues Brewery (North Carol... Brevard NC
## 1066 The Bronx Brewery Bronx NY
## 957 Brindle Dog Brewing Company Tampa Bay FL
## 1512 Sun King Brewing Company Indianapolis IN
## 236 Great River Brewery Davenport IA
## 401 Evil Twin Brewing Brooklyn NY
## 568 Sly Fox Brewing Company Pottstown PA
## 168 Coalition Brewing Company Portland OR
## 899 Cigar City Brewing Company Tampa FL
## 685 Aspen Brewing Company Aspen CO
## 1061 Devil's Backbone Brewing Company Lexington VA
## 193 Wind River Brewing Company Pinedale WY
## 1049 Blue Blood Brewing Company Lincoln NE
## 220 Natian Brewery Portland OR
## 1507 Sun King Brewing Company Indianapolis IN
## 268 Bonfire Brewing Company Eagle CO
## 42 New Belgium Brewing Company Fort Collins CO
## 322 Bold City Brewery Jacksonville FL
## 1074 Fort George Brewery Astoria OR
## 430 Christian Moerlein Brewing Company Cincinnati OH
## 290 Maui Brewing Company Lahaina HI
## 532 Tallgrass Brewing Company Manhattan KS
## 1330 Sun King Brewing Company Indianapolis IN
## 961 Seventh Son Brewing Company Columbus OH
## 1005 Fullsteam Brewery Durham NC
## 51 Silverton Brewery Silverton CO
## 432 Manayunk Brewing Company Philadelphia PA
## 1178 Sierra Nevada Brewing Company Chico CA
## 1428 Against the Grain Brewery Louisville KY
## 484 Ballast Point Brewing Company San Diego CA
## 605 Dry Dock Brewing Company Aurora CO
## 890 Telluride Brewing Company Telluride CO
## 349 Two Brothers Brewing Company Warrenville IL
## 422 Milwaukee Brewing Company Milwaukee WI
## 1358 New South Brewing Company Myrtle Beach SC
## 178 Ska Brewing Company Durango CO
## 1247 Otter Creek Brewing Middlebury VT
## 593 Saint Archer Brewery San Diego CA
## 76 Redhook Brewery Woodinville WA
## 1307 The Brewer's Art Baltimore MD
## 129 Rivertowne Brewing Company Export PA
## 827 Wachusett Brewing Company Westminster MA
## 873 Dad & Dude's Breweria Aurora CO
## 1305 Revolution Brewing Company Chicago IL
## 134 Wynkoop Brewing Company Denver CO
## 729 Catawba Brewing Company Morganton NC
## 661 Flat Rock Brewing Company Smithton PA
## 232 Great Crescent Brewery Aurora IN
## 73 MacTarnahans Brewing Company Portland OR
## 320 Cigar City Brewing Company Tampa FL
## 381 Blue Blood Brewing Company Lincoln NE
## 1115 Summit Brewing Company St Paul MN
## 1187 Evil Czech Brewery Mishawaka IN
## 824 Oakshire Brewing Eugene OR
## 233 Bent Brewstillery Roseville MN
## 227 Great River Brewery Davenport IA
## 885 Pug Ryan's Brewery Dillon CO
## 1508 Founders Brewing Company Grand Rapids MI
## 628 Evil Twin Brewing Brooklyn NY
## 1492 Brewery Vivant Grand Rapids MI
## 1412 Great River Brewery Davenport IA
## 1324 Blackrocks Brewery Marquette MI
## 1343 Broken Tooth Brewing Company Anchorage AK
## 1034 Round Guys Brewing Lansdale PA
## 256 Bonfire Brewing Company Eagle CO
## 252 Firestone Walker Brewing Company Paso Robles CA
## 636 Tin Roof Brewing Company Baton Rouge LA
## 909 18th Street Brewery Gary IN
## 744 Fort George Brewery Astoria OR
## 1474 Tallgrass Brewing Company Manhattan KS
## 362 SanTan Brewing Company Chandler AZ
## 1491 Big Elm Brewing Sheffield MA
## 1304 Fate Brewing Company Boulder CO
## 1336 Cedar Creek Brewery Seven Points TX
## 104 Crow Peak Brewing Company Spearfish SD
## 115 Rhinegeist Brewery Cincinnati OH
## 1357 Latitude 42 Brewing Company Portage MI
## 99 Mountain Town Brewing Company Mount Pleasant MI
## 521 Cigar City Brewing Company Tampa FL
## 33 4 Hands Brewing Company Saint Louis MO
## 337 Golden Road Brewing Los Angeles CA
## 749 Kettle House Brewing Company Missoula MT
## 428 Back East Brewing Company Bloomfield CT
## 505 Base Camp Brewing Co. Portland OR
## 1478 Sixpoint Craft Ales Brooklyn NY
## 80 Smartmouth Brewing Company Norfolk VA
## 502 Tallgrass Brewing Company Manhattan KS
## 1201 Hopworks Urban Brewery Portland OR
## 683 Sockeye Brewing Company Boise ID
## 242 Cans Bar and Canteen Charlotte NC
## 1020 Wind River Brewing Company Pinedale WY
## 483 Two Beers Brewing Company Seattle WA
## 472 Latitude 42 Brewing Company Portage MI
## 1320 Crazy Mountain Brewing Company Edwards CO
## 378 Utah Brewers Cooperative Salt Lake City UT
## 1191 Hopworks Urban Brewery Portland OR
## 660 Oakshire Brewing Eugene OR
## 78 Night Shift Brewing Everett MA
## 619 Bell's Brewery Kalamazoo MI
## 750 Surly Brewing Company Brooklyn Center MN
## 329 Perrin Brewing Company Comstock Park MI
## 403 Spiteful Brewing Company Chicago IL
## 1451 Fremont Brewing Company Seattle WA
## 842 Griffin Claw Brewing Company Birmingham MI
## 1226 James Page Brewing Company Stevens Point WI
## 355 Palisade Brewing Company Palisade CO
## 923 Sun King Brewing Company Indianapolis IN
## 77 High Noon Saloon And Brewery Leavenworth KS
## 1327 Bold City Brewery Jacksonville FL
## 1195 Hopworks Urban Brewery Portland OR
## 1353 Upslope Brewing Company Boulder CO
## 1370 Cans Bar and Canteen Charlotte NC
## 291 Black Tooth Brewing Company Sheridan WY
## 944 Sixpoint Craft Ales Brooklyn NY
## 978 Evil Czech Brewery Mishawaka IN
## 1109 Bale Breaker Brewing Company Yakima WA
## 196 Foolproof Brewing Company Pawtucket RI
## 151 Shebeen Brewing Company Wolcott CT
## 553 Wormtown Brewery Worcester MA
## 1238 Hopworks Urban Brewery Portland OR
## 38 Crazy Mountain Brewing Company Edwards CO
## 1026 SanTan Brewing Company Chandler AZ
## 113 Mehana Brewing Co. Hilo HI
## 1256 21st Amendment Brewery San Francisco CA
## 1037 Lumberyard Brewing Company Flagstaff AZ
## 1035 Lone Tree Brewing Company Lone Tree CO
## 781 Warped Wing Brewing Company Dayton OH
## 310 Upstate Brewing Company Elmira NY
## 1284 Brewery Vivant Grand Rapids MI
## 774 Flying Mouse Brewery Troutville VA
## 879 Sierra Nevada Brewing Company Chico CA
## 1220 Hopworks Urban Brewery Portland OR
## 559 Brew Bus Brewing Tampa FL
## 351 Great Crescent Brewery Aurora IN
## 301 Bell's Brewery Kalamazoo MI
## 1510 Oskar Blues Brewery Lyons CO
## 1318 Sun King Brewing Company Indianapolis IN
## 767 Tamarack Brewing Company Lakeside MT
## 692 Rochester Mills Brewing Company Rochester MI
## 1415 Great River Brewery Davenport IA
## 795 Harpoon Brewery Boston MA
## 805 Champion Brewing Company Charlottesville VA
## 1218 Occidental Brewing Company Portland OR
## 1396 Big Sky Brewing Company Missoula MT
## 267 Confluence Brewing Company Des Moines IA
## 317 Sun King Brewing Company Indianapolis IN
## 1323 Burn 'Em Brewing Michigan City IN
## 791 Sun King Brewing Company Indianapolis IN
## 966 Madtree Brewing Company Cincinnati OH
## 819 Bold City Brewery Jacksonville FL
## 1445 Surly Brewing Company Brooklyn Center MN
## 610 Black Market Brewing Company Temecula CA
## 1133 People's Brewing Company Lafayette IN
## 185 TailGate Beer San Diego CA
## 1280 Brewery Vivant Grand Rapids MI
## 837 New Belgium Brewing Company Fort Collins CO
## 642 Pikes Peak Brewing Company Monument CO
## 591 Barrio Brewing Company Tucson AZ
## 8 Crazy Mountain Brewing Company Edwards CO
## 327 Great River Brewery Davenport IA
## 87 Geneva Lake Brewing Company Lake Geneva WI
## 863 TailGate Beer San Diego CA
## 1286 Lucky Town Brewing Company Jackson MS
## 120 Tin Roof Brewing Company Baton Rouge LA
## 882 Witch's Hat Brewing Company South Lyon MI
## 56 Tamarack Brewing Company Lakeside MT
## 1031 Old Forge Brewing Company Danville PA
## 1268 Red Shedman Farm Brewery and Hop... Mt. Airy MD
## 975 Renegade Brewing Company Denver CO
## 62 New England Brewing Company Woodbridge CT
## 1262 Sun King Brewing Company Indianapolis IN
## 1143 High Noon Saloon And Brewery Leavenworth KS
## 794 Starr Hill Brewery Crozet VA
## 1182 Tallgrass Brewing Company Manhattan KS
## 656 COAST Brewing Company Charleston SC
## 1130 Wachusett Brewing Company Westminster MA
## 24 New Republic Brewing Company College Station TX
## 22 Piney River Brewing Company Bucryus MO
## 584 Two Beers Brewing Company Seattle WA
## 663 Kalona Brewing Company Kalona IA
## 84 Two Beers Brewing Company Seattle WA
## 198 Black Market Brewing Company Temecula CA
## 766 Coastal Extreme Brewing Company Newport RI
## 1153 Goose Island Brewing Company Chicago IL
## 707 Maui Brewing Company Lahaina HI
## 555 Golden Road Brewing Los Angeles CA
## 1152 New Belgium Brewing Company Fort Collins CO
## 684 Bale Breaker Brewing Company Yakima WA
## 506 Fort George Brewery Astoria OR
## 450 Astoria Brewing Company Astoria OR
## 736 Creature Comforts Athens GA
## 1300 Sixpoint Craft Ales Brooklyn NY
## 850 Rivertowne Brewing Company Export PA
## 1431 Manayunk Brewing Company Philadelphia PA
## 72 Prescott Brewing Company Prescott AZ
## 411 Against the Grain Brewery Louisville KY
## 16 Frankenmuth Brewery Frankenmuth MI
## 1096 Jackalope Brewing Company Nashville TN
## 150 Burn 'Em Brewing Michigan City IN
## 644 Matt Brewing Company Utica NY
## 397 Bent Brewstillery Roseville MN
## 1135 Northwoods Brewpub Eau Claire WI
## 859 Cambridge Brewing Company Cambridge MA
## 144 21st Amendment Brewery San Francisco CA
## 839 Bauhaus Brew Labs Minneapolis MN
## 872 Blackrocks Brewery Marquette MI
## 629 Epic Brewing Denver CO
## 1093 Rhinegeist Brewery Cincinnati OH
## 1070 Two Brothers Brewing Company Warrenville IL
## 370 Against the Grain Brewery Louisville KY
## 157 Stillwater Artisanal Ales Baltimore MD
## 1010 Sierra Nevada Brewing Company Chico CA
## 556 Miami Brewing Company Miami FL
## 604 Steamworks Brewing Company Durango CO
## 1117 Great Divide Brewing Company Denver CO
## 117 Pizza Port Brewing Company Carlsbad CA
## 857 NorthGate Brewing Minneapolis MN
## 1023 Southern Prohibition Brewing Com... Hattiesburg MS
## 1092 David's Ale Works Diamond Springs CA
## 701 Mikerphone Brewing Chicago IL
## 243 Aspen Brewing Company Aspen CO
## 494 Four Fathers Brewing Valparaiso IN
## 1348 Warped Wing Brewing Company Dayton OH
## 1077 Rahr & Sons Brewing Company Fort Worth TX
## 1146 Breckenridge Brewery Denver CO
## 154 Santa Fe Brewing Company Santa Fe NM
## 1346 Catawba Brewing Company Morganton NC
## 734 Karbach Brewing Company Houston TX
## 246 Shipyard Brewing Company Portland ME
## 1313 Odyssey Beerwerks Arvada CO
## 180 Mother's Brewing Springfield MO
## 404 Summit Brewing Company St. Paul MN
## 977 Oskar Blues Brewery Longmont CO
## 470 21st Amendment Brewery San Francisco CA
## 1260 Brewery Vivant Grand Rapids MI
## 75 Coastal Extreme Brewing Company Newport RI
## 826 Caldera Brewing Company Ashland OR
## 110 Freetail Brewing Company San Antonio TX
## 490 Atwater Brewery Detroit MI
## 787 SanTan Brewing Company Chandler AZ
## 1475 Stillwater Artisanal Ales Baltimore MD
## 1425 Nebraska Brewing Company Papillion NE
## 1164 Hopworks Urban Brewery Portland OR
## 1418 Southern Star Brewing Company Conroe TX
## 671 Asheville Brewing Company Asheville NC
## 285 Engine 15 Brewing Jacksonville Beach FL
## 710 White Flame Brewing Company Hudsonville MI
## 1385 Bent Brewstillery Roseville MN
## 949 Great River Brewery Davenport IA
## 20 Branchline Brewing Company San Antonio TX
## 21 SanTan Brewing Company Chandler AZ
## 1493 Sockeye Brewing Company Boise ID
## 1509 DC Brau Brewing Company Washington DC
## 29 Astoria Brewing Company Astoria OR
## 1126 Nebraska Brewing Company Papillion NE
## 764 Kettle House Brewing Company Missoula MT
## 133 Grand Canyon Brewing Company Williams AZ
## 316 Crow Peak Brewing Company Spearfish SD
## 1290 Manayunk Brewing Company Philadelphia PA
## 990 Good People Brewing Company Birmingham AL
## 662 21st Amendment Brewery San Francisco CA
## 592 Weston Brewing Company Weston MO
## 567 Great River Brewery Davenport IA
## 1209 Arcadia Brewing Company Battle Creek MI
## 443 Utah Brewers Cooperative Salt Lake City UT
## 836 Pizza Port Brewing Company Carlsbad CA
## 1436 Harpoon Brewery Boston MA
## 892 Rivertown Brewing Company Lockland OH
## 732 Bent Paddle Brewing Company Duluth MN
## 159 Stillwater Artisanal Ales Baltimore MD
## 1079 Payette Brewing Company Garden City ID
## 375 Finch's Beer Company Chicago IL
## 1006 Oskar Blues Brewery Lyons CO
## 1419 Great Divide Brewing Company Denver CO
## 992 Bonfire Brewing Company Eagle CO
## 1019 Austin Beerworks Austin TX
## 649 Dad & Dude's Breweria Aurora CO
## 1316 Brewery Vivant Grand Rapids MI
## 814 Ska Brewing Company Durango CO
## 517 Tröegs Brewing Company Hershey PA
## 156 Bent Paddle Brewing Company Duluth MN
## 1030 Black Market Brewing Company Temecula CA
## 1458 Orpheus Brewing Atlanta GA
## 756 Harpoon Brewery Boston MA
## 528 Appalachian Mountain Brewery Boone NC
## 611 Stevens Point Brewery Stevens Point WI
## 690 Cigar City Brewing Company Tampa FL
## 209 New Republic Brewing Company College Station TX
## 878 Back East Brewing Company Bloomfield CT
## 481 Tonka Beer Company Minnetonka MN
## 802 Tampa Bay Brewing Company Tampa FL
## 1468 Lift Bridge Brewing Company Stillwater MN
## 90 Thunderhead Brewing Company Kearney NE
## 571 Southern Prohibition Brewing Com... Hattiesburg MS
## 1319 Voodoo Brewery Meadville PA
## 918 Butternuts Beer and Ale Garrattsville NY
## 439 Natian Brewery Portland OR
## 315 Hawai'i Nui Brewing Co. Hilo HI
## 9 Two Beers Brewing Company Seattle WA
## 1520 Okoboji Brewing Company Spirit Lake IA
## 1311 Kulshan Brewery Bellingham WA
## 513 Cigar City Brewing Company Tampa FL
## 1022 Ale Asylum Madison WI
## 1462 Modern Times Beer San Diego CA
## 743 Mikerphone Brewing Chicago IL
## 92 Hilliard's Beer Seattle WA
## 705 Ska Brewing Company Durango CO
## 717 Maui Brewing Company Lahaina HI
## 581 450 North Brewing Company Columbus IN
## 229 DC Brau Brewing Company Washington DC
## 1430 Rivertowne Brewing Company Export PA
## 200 Mustang Brewing Company Mustang OK
## 921 Swamp Head Brewery Gainesville FL
## 1526 Sun King Brewing Company Indianapolis IN
## 658 Modern Times Beer San Diego CA
## 719 Straight to Ale Huntsville AL
## 550 Boxcar Brewing Company West Chester PA
## 148 Piney River Brewing Company Bucryus MO
## 188 4 Hands Brewing Company Saint Louis MO
## 68 Revolution Brewing Paonia CO
## 299 Deep Ellum Brewing Company Dallas TX
## 1106 Alaskan Brewing Company Juneau AK
## 360 Buffalo Bayou Brewing Company Houston TX
## 323 Voodoo Brewery Meadville PA
## 1204 Burn 'Em Brewing Michigan City IN
## 265 Real Ale Brewing Company Blanco TX
## 1376 Santa Cruz Mountain Brewing Santa Cruz CA
## 1270 Brewery Vivant Grand Rapids MI
## 582 Golden Road Brewing Los Angeles CA
## 146 Brewery Vivant Grand Rapids MI
## 1239 Hinterland Brewery Green Bay WI
## 596 Southern Prohibition Brewing Com... Hattiesburg MS
## 745 Capital Brewery Middleton WI
## 1409 Great River Brewery Davenport IA
## 410 21st Amendment Brewery San Francisco CA
## 747 Woodstock Inn, Station & Brewery North Woodstock NH
## 1189 Bell's Brewery Kalamazoo MI
## 213 Big Sky Brewing Company Missoula MT
## 1447 Smartmouth Brewing Company Norfolk VA
## 175 COOP Ale Works Oklahoma City OK
## 249 Southern Prohibition Brewing Com... Hattiesburg MS
## 773 Ballast Point Brewing Company San Diego CA
## 871 Perrin Brewing Company Comstock Park MI
## 728 Fort George Brewery Astoria OR
## 1002 Cedar Creek Brewery Seven Points TX
## 231 Geneva Lake Brewing Company Lake Geneva WI
## 468 Heavy Seas Beer Halethorpe MD
## 70 Crazy Mountain Brewing Company Edwards CO
## 197 Flat 12 Bierwerks Indianapolis IN
## 1416 Santa Fe Brewing Company Santa Fe NM
## 783 Caldera Brewing Company Ashland OR
## 1175 Hopworks Urban Brewery Portland OR
## 1254 Upslope Brewing Company Boulder CO
## 302 4 Hands Brewing Company Saint Louis MO
## 172 Deep Ellum Brewing Company Dallas TX
## 988 Finch's Beer Company Chicago IL
## 446 Oskar Blues Brewery Lyons CO
## 277 Cape Cod Beer Hyannis MA
## 1523 Sun King Brewing Company Indianapolis IN
## 932 Lonerider Brewing Company Raleigh NC
## 31 Modern Times Beer San Diego CA
## 1438 Shipyard Brewing Company Portland ME
## 391 Wild Onion Brewing Company Lake Barrington IL
## 1021 High Hops Brewery Windsor CO
## 632 Two Beers Brewing Company Seattle WA
## 538 SanTan Brewing Company Chandler AZ
## 492 Big Sky Brewing Company Missoula MT
## 409 Marshall Wharf Brewing Company Belfast ME
## 195 Centennial Beer Company Edwards CO
## 620 Wisconsin Brewing Company Verona WI
## 1158 The Black Tooth Brewing Company Sheridan WY
## 1249 Against the Grain Brewery Louisville KY
## 797 Sixpoint Craft Ales Brooklyn NY
## 527 Anchor Brewing Company San Francisco CA
## 641 Payette Brewing Company Garden City ID
## 1417 North Country Brewing Company Slippery Rock PA
## 50 Independence Brewing Company Austin TX
## 52 Anderson Valley Brewing Company Boonville CA
## 314 Okoboji Brewing Company Spirit Lake IA
## 720 18th Street Brewery Gary IN
## 219 Hop Valley Brewing Company Springfield OR
## 1174 Spiteful Brewing Company Chicago IL
## 26 Dead Armadillo Craft Brewing Tulsa OK
## 1259 Brewery Vivant Grand Rapids MI
## 257 Real Ale Brewing Company Blanco TX
## 186 Half Full Brewery Stamford CT
## 1449 Blue Blood Brewing Company Lincoln NE
## 643 Capital Brewery Middleton WI
## 1480 Two Roads Brewing Company Stratford CT
## 287 Great River Brewery Davenport IA
## 579 Aviator Brewing Company Fuquay-Varina NC
## 1375 Berkshire Brewing Company South Deerfield MA
## 374 Surly Brewing Company Brooklyn Center MN
## 1044 Deschutes Brewery Bend OR
## 364 The Alchemist Waterbury VT
## 106 Breckenridge Brewery Denver CO
## 36 Broad Brook Brewing LLC East Windsor CT
## 101 Hopworks Urban Brewery Portland OR
## 650 Lumberyard Brewing Company Flagstaff AZ
## 1426 NorthGate Brewing Minneapolis MN
## 575 Four Fathers Brewing Valparaiso IN
## 445 Oskar Blues Brewery Longmont CO
## 282 Cigar City Brewing Company Tampa FL
## 1067 Spring House Brewing Company Conestoga PA
## 247 Perrin Brewing Company Comstock Park MI
## 1310 Finch's Beer Company Chicago IL
## 722 Wachusett Brewing Company Westminster MA
## median_IBU_by_style IBU.clean
## 1308 72.0 72.00
## 1018 44.0 45.00
## 1125 44.0 58.00
## 1004 44.0 44.00
## 623 69.0 80.00
## 905 44.0 28.00
## 645 69.0 69.00
## 934 44.0 44.00
## 400 90.5 110.00
## 900 44.0 65.00
## 98 30.0 25.00
## 1127 44.0 36.00
## 726 69.0 82.00
## 326 26.0 26.00
## 1103 44.0 44.00
## 884 44.0 28.00
## 270 20.0 20.00
## 1406 26.5 22.00
## 184 20.0 25.00
## 574 69.0 52.00
## 4 30.0 30.00
## 552 69.0 80.00
## 1236 70.0 83.00
## 952 44.0 65.00
## 1219 20.0 11.00
## 996 44.0 44.00
## 479 69.0 62.00
## 634 69.0 69.00
## 901 44.0 44.00
## 578 69.0 86.00
## 1448 30.0 20.00
## 1403 52.0 52.00
## 1132 20.0 22.00
## 131 30.0 30.00
## 1367 20.5 16.00
## 1065 44.0 44.00
## 1014 44.0 45.00
## 740 69.0 69.00
## 298 26.0 45.00
## 258 20.0 20.00
## 79 30.0 32.00
## 1206 20.0 20.00
## 305 26.0 33.00
## 1382 47.0 47.00
## 696 69.0 92.00
## 307 26.0 30.00
## 902 44.0 44.00
## 1329 20.0 21.00
## 1245 45.0 45.00
## 561 69.0 69.00
## 1337 20.0 20.00
## 136 73.0 100.00
## 1169 20.0 28.00
## 959 44.0 32.00
## 123 30.0 30.00
## 1258 35.0 18.00
## 608 69.0 70.00
## 495 69.0 70.00
## 534 69.0 69.00
## 803 69.0 80.00
## 1321 20.0 12.00
## 208 20.0 20.00
## 1155 20.0 20.00
## 854 69.0 43.00
## 569 69.0 60.00
## 951 44.0 45.00
## 248 20.0 20.00
## 1389 30.0 40.00
## 665 69.0 63.00
## 595 69.0 69.00
## 434 90.5 90.00
## 757 69.0 70.00
## 760 69.0 69.00
## 1242 45.0 45.00
## 276 20.0 19.00
## 169 73.0 73.00
## 1095 44.0 31.00
## 573 69.0 80.00
## 864 69.0 45.00
## 1517 23.0 35.00
## 485 69.0 99.00
## 460 90.5 103.00
## 840 69.0 55.00
## 60 30.0 25.00
## 449 90.5 30.00
## 548 69.0 36.00
## 1043 44.0 44.00
## 638 69.0 44.00
## 319 26.0 26.00
## 1140 20.0 20.00
## 145 73.0 77.00
## 102 30.0 30.00
## 214 20.0 18.00
## 390 90.5 90.50
## 597 69.0 69.00
## 160 73.0 65.00
## 1101 44.0 50.00
## 529 69.0 82.00
## 126 30.0 30.00
## 262 20.0 22.00
## 442 90.5 85.00
## 181 20.0 20.00
## 976 44.0 65.00
## 779 69.0 65.00
## 828 69.0 69.00
## 868 69.0 100.00
## 163 73.0 73.00
## 228 20.0 17.00
## 789 69.0 75.00
## 938 44.0 44.00
## 1439 20.0 20.00
## 646 69.0 69.00
## 1289 21.0 20.00
## 427 90.5 85.00
## 1444 30.0 35.00
## 1273 63.0 63.00
## 1472 30.0 30.00
## 40 30.0 24.00
## 877 69.0 69.00
## 1522 23.0 35.00
## 806 69.0 69.00
## 670 69.0 75.00
## 1387 30.0 30.00
## 838 69.0 45.00
## 478 69.0 65.00
## 1399 16.0 16.00
## 1359 20.5 20.50
## 598 69.0 60.00
## 1166 20.0 27.00
## 659 69.0 74.00
## 71 30.0 45.00
## 457 90.5 115.00
## 891 44.0 37.00
## 1212 20.0 18.00
## 488 69.0 100.00
## 912 44.0 45.00
## 215 20.0 20.00
## 540 69.0 70.00
## 613 69.0 69.00
## 917 44.0 40.00
## 937 44.0 30.00
## 931 44.0 44.00
## 296 26.0 28.00
## 328 26.0 36.00
## 1171 20.0 20.00
## 889 44.0 44.00
## 1108 44.0 44.00
## 1107 44.0 44.00
## 250 20.0 20.00
## 1433 20.0 20.00
## 281 26.0 36.00
## 898 44.0 44.00
## 869 69.0 60.00
## 687 69.0 86.00
## 431 90.5 111.00
## 1054 44.0 44.00
## 10 30.0 30.00
## 1414 26.5 46.00
## 1481 30.0 30.00
## 1369 22.0 18.00
## 585 69.0 69.00
## 1036 44.0 33.00
## 293 26.0 20.00
## 849 69.0 69.00
## 303 26.0 26.00
## 1362 20.5 20.50
## 1386 47.0 47.00
## 107 30.0 35.00
## 752 69.0 75.00
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## 1480 30.0 30.00
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## 36 30.0 30.00
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## 1426 20.0 38.00
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## 445 90.5 100.00
## 282 26.0 25.00
## 1067 44.0 44.00
## 247 20.0 15.00
## 1310 72.0 72.00
## 722 69.0 37.00## Linear Discriminant Analysis
##
## 1300 samples
## 1 predictor
## 2 classes: 'IPA', 'OtherAle'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1169, 1171, 1170, 1171, 1169, 1170, ...
## Resampling results:
##
## Accuracy Kappa
## 0.8807519 0.7470223## k-Nearest Neighbors
##
## 1300 samples
## 1 predictor
## 2 classes: 'IPA', 'OtherAle'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1170, 1169, 1170, 1170, 1170, 1170, ...
## Resampling results across tuning parameters:
##
## k Accuracy Kappa
## 1 0.8853109 0.7570723
## 2 0.8837783 0.7535132
## 3 0.8845594 0.7553952
## 4 0.8860919 0.7590793
## 5 0.8814823 0.7490899
## 6 0.8807249 0.7484789
## 7 0.8807013 0.7480175
## 8 0.8807191 0.7476935
## 9 0.8768670 0.7402344
## 10 0.8776302 0.7411889
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 4.## Linear Discriminant Analysis
##
## 1300 samples
## 1 predictor
## 2 classes: 'IPA', 'OtherAle'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1171, 1170, 1170, 1169, 1170, 1171, ...
## Resampling results:
##
## Accuracy Kappa
## 0.7162355 0.3590827## k-Nearest Neighbors
##
## 1300 samples
## 1 predictor
## 2 classes: 'IPA', 'OtherAle'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1169, 1170, 1170, 1170, 1170, 1171, ...
## Resampling results across tuning parameters:
##
## k Accuracy Kappa
## 1 0.7576750 0.4911146
## 2 0.7561543 0.4875408
## 3 0.7638527 0.5049465
## 4 0.7607697 0.4978135
## 5 0.7653736 0.5077836
## 6 0.7607816 0.4988716
## 7 0.7676812 0.5135031
## 8 0.7646041 0.5073778
## 9 0.7661603 0.5110170
## 10 0.7630951 0.5039934
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 7.9.a
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateDE## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV
## Warning in preProcess.default(thresh = 0.95, k = 5, freqCut = 19, uniqueCut =
## 10, : These variables have zero variances: StateWV## k-Nearest Neighbors
##
## 1276 samples
## 1 predictor
## 2 classes: '12', '16'
##
## Pre-processing: centered (50), scaled (50)
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 1148, 1148, 1149, 1148, 1148, 1148, ...
## Resampling results across tuning parameters:
##
## k Accuracy Kappa
## 1 0.7084953 0.3002152
## 2 0.7108391 0.3045521
## 3 0.7116265 0.3067145
## 4 0.7084953 0.2994572
## 5 0.7132013 0.3097451
## 6 0.7092704 0.2998459
## 7 0.7116265 0.3058270
## 8 0.7100578 0.3021803
## 9 0.7061516 0.2894652
## 10 0.7092889 0.2961528
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 5.## [1] "use KNN!"## [1] 12.0 16.0 19.2 24.0 32.0